US20140095214A1 - Systems and methods for providing a driving performance platform - Google Patents

Systems and methods for providing a driving performance platform Download PDF

Info

Publication number
US20140095214A1
US20140095214A1 US13/841,787 US201313841787A US2014095214A1 US 20140095214 A1 US20140095214 A1 US 20140095214A1 US 201313841787 A US201313841787 A US 201313841787A US 2014095214 A1 US2014095214 A1 US 2014095214A1
Authority
US
United States
Prior art keywords
data
driving performance
platform
customer
score
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Abandoned
Application number
US13/841,787
Inventor
Robert E. Mathe
Terje Gloerstad
Robert M. Wilkison
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
NAVSEEKER Inc
Original Assignee
NAVSEEKER Inc
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by NAVSEEKER Inc filed Critical NAVSEEKER Inc
Priority to US13/841,787 priority Critical patent/US20140095214A1/en
Publication of US20140095214A1 publication Critical patent/US20140095214A1/en
Assigned to NAVSEEKER, INC. reassignment NAVSEEKER, INC. ASSIGNMENT OF ASSIGNORS INTEREST (SEE DOCUMENT FOR DETAILS). Assignors: MATHE, ROBERT E., GLOERSTAD, TERJE, WILKISON, ROBERT E.
Abandoned legal-status Critical Current

Links

Images

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q40/00Finance; Insurance; Tax strategies; Processing of corporate or income taxes
    • G06Q40/08Insurance

Definitions

  • Providing usage-based insurance, other insurance products, and/or fleet management can include capturing data associated with driving performance (e.g., driving activity or “usage”), which, in some cases, may also be relevant to a particular insurance policy. Because decisions may be based on that data, for example, restatements of price, it is important to ensure the integrity and/or quality of the data, for example, for both policy holders and providers.
  • driving performance e.g., driving activity or “usage”
  • a method of providing a platform for a driving performance application including receiving data associated with driving performance of a driver, wherein the driver is associated with a client of the platform, analyzing the data to determine a measure of driving performance, and reporting the measure of driving performance to the client.
  • FIG. 1 illustrates a block diagram showing an exemplary insurance platform
  • FIG. 2 a illustrates a block diagram showing an exemplary integrated insurance platform including native insurance-based systems
  • FIG. 2 b illustrates a block diagram showing an exemplary integrated insurance platform including providing an exemplary usage-based insurance platform as a service;
  • FIG. 3 is a flowchart showing the steps of an exemplary embodiment to provide driving performance feedback to a user
  • FIG. 4 is a flowchart showing the steps of an exemplary embodiment to provide a restatement of price to a user
  • FIG. 5 is a flowchart showing the steps of an exemplary embodiment to provide a usage-based insurance platform as a service
  • FIG. 6 illustrates an exemplary screenshot from an exemplary QOS application showing various QOS attributes
  • FIG. 7 illustrates an exemplary screenshot from another exemplary QOS application showing occurrences of various QOS flags
  • FIG. 8 illustrates an exemplary screenshot from an exemplary Mobile Network Portal, as part of another exemplary QOS application, showing various attributes of aggregated traffic data
  • FIG. 9 illustrates an exemplary screenshot from an exemplary carrier center application, showing various attributes
  • FIG. 10 illustrates an exemplary screenshot from an exemplary customer center application
  • FIG. 11 illustrates an exemplary screenshot from an exemplary customer center application showing vehicle scoring and driving behavior feedback
  • FIG. 12 is a flowchart showing the steps of an exemplary embodiment for order fulfillment
  • FIG. 13 is a flowchart showing the steps of an exemplary embodiment to support case management.
  • FIG. 14 includes an exemplary depiction of exemplary communication protocols and exemplary devices containing the application and/or executing the processes.
  • Address includes but is not limited to one or more e-mail addresses, a distribution list including one or more e-mail addresses, uniform resource locator (URL) and file transfer protocol (FTP) locations or the like, network drive locations, a postal address, a combination of an e-mail address and a postal address, or other types of addresses that can identify a desired destination.
  • URL uniform resource locator
  • FTP file transfer protocol
  • Computer Readable Medium includes but is not limited to any memory device, storage device, compact disc, floppy disk, or any other medium capable of storing data temporarily and/or permanently that can be interpreted by a computer.
  • Device includes any machine or component that attaches to and/or communicates with a computing device.
  • peripheral devices which are separate from a main computing device, include disk drives, printers, mice, and modems.
  • integrated peripherals which are incorporated into a main computing device, include central processing units and application specific integrated circuits.
  • the telematics device ( 104 ) is an exemplary device.
  • Internet includes a wide area data communications network, typically accessible by any user having appropriate software.
  • Internet includes a data communications network similar to an internet but typically having access restricted to a specific group of individuals, organizations, or computers.
  • Logic synonymous with “circuit” as used herein, includes but is not limited to hardware, firmware, software and/or combinations of each to perform a function(s) or an action(s). For example, based on a desired application or needs, logic may include a software controlled microprocessor, discrete logic such as an application specific integrated circuit (ASIC), or other logic device. Logic may also be fully embodied as software.
  • ASIC application specific integrated circuit
  • Network includes but is not limited to the Internet, intranets, Wide Area Networks (WANs), Local Area Networks (LANs), and transducer links such as those using Modulator-Demodulators (modems).
  • WANs Wide Area Networks
  • LANs Local Area Networks
  • modems Modulator-Demodulators
  • Platinum includes but is not limited to a computing system that combines hardware and software, including application frameworks.
  • the platform may include a computer architecture, operating system, programming languages, and related user interfaces, including run-time system libraries and/or graphical user interfaces.
  • Providing a “platform as a service” (PaaS) is a category of computing services that may provide an integrated platform with specific application solutions as a service, with various levels of scalability. Services may include providing specialized and/or customized hardware, such as, for example, networks, servers, storage, interface devices, etc., and software, such as, for example, applications, interfaces, security, etc. Hardware and/or software associated with the services may or may not be dedicated to one platform.
  • Providing a PaaS may include development, testing, deployment, hosting, maintenance, updating, etc.
  • a PaaS may include the capability to integrate with various outside and/or private systems, such as, for example, web services, databases, and networks, utilizing, for example, Simple Object Access Protocol (SOAP) and Representational State Transfer (REST) interfaces.
  • SOAP Simple Object Access Protocol
  • REST Representational State Transfer
  • Signal includes but is not limited to one or more electrical signals, analog or digital signals, one or more instructions, a bit or bit stream, or the like.
  • command is synonymous with “signal.”
  • Software includes but is not limited to one or more computer executable instructions, routines, algorithms, modules or programs including separate applications or code from dynamically linked libraries for performing functions and actions as described herein.
  • Software may also be implemented in various forms such as a stand-alone program, a servlet, an applet, instructions stored in a memory, part of an operating system (OS) or other type of executable instructions.
  • OS operating system
  • FIG. 1 shows an exemplary insurance support/enhancement platform 100 , including exemplary hardware and software elements supporting carriers providing insurance, including, for example, usage-based insurance (UBI).
  • UBI usage-based insurance
  • BBI behavior-based insurance
  • other incentive or discount based insurance programs may include use and behavior based elements including, for example, mileage, trips, driving performance and habits, geospatial data, etc.
  • the platform 100 may be associated with a driving performance product or application applicable to commercial/fleet management and self insurers.
  • Clients of the platform or driving performance product may include insurance carriers, such as UBI cariers, commercial/fleet managers, self insurers, etc.
  • Insurers may be property/casualty insurance carriers that may use a driving performance product, such as a UBI product, for personal lines of insurance or commercial lines of insurance.
  • Self-insurers may be companies with a large fleet that may self-insure an underlying layer of risk and may buy an umbrella layer of coverage over the self-insured layer.
  • Self-insurers may use a driving performance product, such as a UBI product, that will allow them to gather the same data on drivers that an insurer tracks.
  • Fleet managers may be companies with fleets of commercial vehicles and may have commercial insurance with a company that may not offer UBI, but they may be eligible for a discount from their insurance carrier if they employ a driving performance product, such as a UBI product, to monitor their drivers' performance.
  • a driving performance product such as a fleet management product (e.g., a subset of a UBI product), with features that allow them to track location, fuel consumption, hours of vehicle operation, etc.
  • UBI product is an exemplary driving performance product.
  • this application may refer to exemplary UBI products, programs, systems, features, transactions, etc.
  • references to UBI are exemplary and include all of the exemplary driving performance products described above, among others.
  • data such as, for example, latitude/longitude of a vehicle 102 is captured and/or transmitted, for example, wirelessly from a device 104 , associated with the vehicle 102 , such as a dongle device, on-board diagnostic (OBD) device, global positioning system (GPS) device, iOS or Android device, smart phone, tablet, or other telematics device to one or more gateways 106 via, for example, network 108 .
  • the data from the device 104 may include information associated with driving performance related to, for example, a UBI product, such as, for example, driving behavior, vehicle location, etc.
  • data captured and/or transmitted by the device 104 may include data from more than one data source or device.
  • the device 104 may transmit data captured from the vehicle 102 OBD device and/or data captured from a GPS system included in the device 104 .
  • Gateways 106 may include a device 104 manufacturer's or provider's gateway or a common gateway established for the platform 100 .
  • data may be captured and/or transmitted directly from the vehicle 102 , such that the vehicle 102 or a component of the vehicle 102 is the device 104 .
  • the device 104 may or may not be connected to the vehicle 102 .
  • Data aggregation and normalization can occur using, for example, systems and methods described in U.S. provisional patent application Ser. No. 61/744,755, filed Oct. 3, 2012, and incorporated herein by reference in full.
  • Data may be processed through a Quality of Service (QOS) application or engine 110 , which can evaluate, for example, data packets and aggregated packets (e.g., trips) and can pass results through algorithms for data retention, display, and/or use.
  • QOS can assign measures of suitability and reliability to the data for analytical purposes.
  • Resulting raw data can be stored in raw data store 112 and passed to an operational database 114 and data warehouse 116 , which may allow some applications 118 (e.g., Carrier Center, Customer Center, ViewPoint, etc.) to access the data directly and/or other applications (e.g., Actuarial Analysis) to access the data via, for example, File Transfer Protocol (FTP).
  • FTP File Transfer Protocol
  • Access to aggregate data from multiple carriers and multiple device types may be granted for actuarial analysis by a carrier that contributes some but not all of the data.
  • Carrier #1 may deploy Device A and Device B in its UBI program, while Carrier #2 may deploy Device B and Device C.
  • the aggregate data from all devices is stored in data warehouse 116 .
  • Rules-based permission may allow Carrier A to access and analyze aggregate data from Device C, even though that device is not part of its program. This data enhances the actuarial analysis if it increases the overall quality of the data, i.e., its reliability.
  • An integration and communications hub 120 can manage transactions to and from other systems and applications, including, for example, the exemplary insurance carrier systems 122 . These communications and transactions may include, for example, logistics for ordering the device 104 , dashboards for viewing driving results as recorded by the device 104 , processes for managing insurance rates, etc.
  • Integrating various components of the driving performance product platform 100 with external and/or private systems can result in a platform that may be offered as a service, for example, to insurance carriers that want to quickly engage in a product, such as, for example, UBI, without developing the capability organically or internally.
  • the driving performance product platform 100 provides a “turn-key” platform that can integrate with existing systems, transforming them into a system capable of offering the product to customers.
  • offering a UBI platform as a service may allow an insurance carrier to expedite launch of an enterprise UBI initiative and facilitate ongoing UBI program management.
  • This platform can harness the power of cloud computing and insurance technology expertise to deliver production-ready, compliant product administration.
  • the platform's system architecture can be device 104 and network 108 agnostic, highly scalable, modular, transparent, supportive of hosting and business process outsourcing, etc.
  • the platform can cover, for example, device 104 management, data management, QOS processes, transaction management, and data feeds to user applications.
  • the PaaS may be offered to platform customers, such as, for example, insurance carriers or providers, by a platform administrator or integrator.
  • the UBI in a BoxTM platform is a PaaS offered by The Evogi Group.
  • Some embodiments of the PaaS may also be applicable to commercial/fleet management and self insurers, as discussed in more detail below.
  • FIG. 2 a depicts an exemplary insurance platform 200 that integrates various components of the exemplary insurance platform 100 with native insurance-based systems.
  • the combined insurance platform 200 may include various hardware and software components capable of implementing the functions described below. All of these components may be integrated into one or more platforms in such a manner that allows the insurance platform 200 to seamlessly provide a product, such as UBI, as a service.
  • the insurance platform 200 shows an exemplary vehicle 102 including an exemplary device 104 communicating data to an exemplary integration and communications hub 210 .
  • the integration and communications hub 210 may include or be a part of all or portions of the UBI applications and systems from insurance platform 100 and may also include all or portions of the integration and communications hub 120 from insurance platform 100 , as shown in FIG. 1 .
  • the insurance platform 200 may also include applications that can interface with, for example, users and other systems. These may include, for example, a customer 220 , a carrier policy management system 230 , and an actuarial process 240 . As part of the actuarial process 240 , data is analyzed in order to predict the relative likelihood that a claim will be filed by members of a certain group, for example, drivers between the ages of 21-25. Based on historical data, the relative expectation of a claim being filed for this group is calculated and compared to all other groups. A rating factor may be assigned to the variable (age 21-25).
  • That factor can be combined, for example, in an additive or multiplicative manner, with rating factors for other rating variables, such as, for example, gender, marital status, number and type of traffic accidents, zip code, type of car driven, and driving performance.
  • rating factors for other rating variables, such as, for example, gender, marital status, number and type of traffic accidents, zip code, type of car driven, and driving performance.
  • insurance rates, discounts, and surcharges may be calculated.
  • the customer 220 , the carrier policy management system 230 , and the actuarial process 240 may be specific to the product offering or may be common with other insurance-based products or systems. Exemplary customers 220 include policy holders of carriers.
  • An exemplary function of the carrier database 230 is a restatement of price or rate quote issuance (RQI), including, when the carrier calculates and sends a quote for a new rate at renewal or mid-term if there is a policy change.
  • the carrier policy management system 230 and the actuarial process 240 may be included in one system, such as, for example, an integrated insurance carrier system or platform.
  • the insurance platform 200 may also include a scoring process 250 , as described in more detail below.
  • the scoring process 250 may include or be a part of all or portions of the UBI applications and systems from insurance platform 100 and may also be associated with all or portions of the integration and communications hub 120 from insurance platform 100 , as shown in FIG. 1 . As shown in FIG.
  • the various components of the insurance platform 200 can communicate with each other to exchange data and information, in addition to the communication arrows shown in FIG. 2 a . Also shown in FIG. 2 a , the components can also cooperate with each other to provide user services, such as, for example, performance feedback and restatements of policy prices.
  • FIG. 2 b depicts another embodiment of an exemplary insurance platform 200 ′ that also incorporates various components of the exemplary insurance platform 100 .
  • Exemplary insurance platform 200 ′ includes an exemplary PaaS, shown as platform 260 , which may include one or more applications associated with the platform 260 .
  • the platform 260 can represent exemplary components and/or systems of a UBI PaaS, which can be used to facilitate providing UBI to customers 220 .
  • the insurance platform 200 ′ may include various hardware and software components similar to those of the insurance platform 200 from FIG. 2 a , but the platform 260 includes various interfaces capable of interfacing with systems and/or users external to the platform.
  • the platform 260 includes, for example a customer interface 270 , an application for QOS and Web analytics (e.g., ViewPoint application 272 ), a carrier system interface 274 , and an actuarial interface 276 .
  • an application for QOS and Web analytics e.g., ViewPoint application 272
  • a carrier system interface 274 e.g., a carrier system interface 274
  • an actuarial interface 276 e.g., actuarial interface 276 .
  • Other embodiments may include various combinations of these interfaces or additional interfaces.
  • These interfaces allow the platform 260 to integrate and/or interface with native entities, such as, for example, vehicles 102 via devices 104 and the integration and communications hub 210 , customers 220 via the customer interface 270 , an existing carrier policy management system 230 via the carrier system interface 274 , and an existing actuarial process 240 via the actuarial interface 276 .
  • native entities such as, for example, vehicles 102 via devices 104 and the integration and communications hub 210 , customers 220 via the customer interface 270 , an existing carrier policy management system 230 via the carrier system interface 274 , and an existing actuarial process 240 via the actuarial interface 276 .
  • the platform 260 provides a “turn-key” platform that can integrate with existing systems, transforming them into a system capable of offering the product to customers.
  • These interfaces may include, for example, user interfaces, individual APIs, a framework of APIs, function calls, or any other logic to facilitate interfacing with systems or users external to the platform 260 .
  • the platform 260 may also include database 278 , which may include or be a part of all or portions of the databases included in the UBI applications and systems from insurance platform 100 , as shown in FIG. 1 .
  • the database 278 may be utilized by any of the components and/or systems of the insurance platform 200 ′, including the platform 260 , to store data.
  • carriers may choose to utilize the platform 260 for various communications other than those associated with the product, including utilizing the platform 260 as a single point of communication for the customer 220 regarding all of their activities with the carrier, via the customer interface 270 .
  • the restatement of price may be communicated to the customer 220 via the platform 260 and the customer interface 270 .
  • communications can still occur between the customer 220 and the carrier outside of the platform 260 , including, for example, for items not associated with the product.
  • FIG. 2 b shows a dotted line between the customer 220 and the carrier policy management system 230 for these types of communications, i.e., for example, when the restatement of price occurs through the platform 260 .
  • the customer interface 270 may be, for example, a user interface for login of customers 220 .
  • Customers 220 may be able to access information associated with their products from the platform 260 .
  • the login may be a “single login” that can facilitate access to information associated with any other insurance products or accounts associated with the customer 220 , which may include non-UBI products.
  • the carrier system interface 274 may facilitate specific interactions.
  • the carrier policy management system 230 may communicate with the compatibility server (e.g., as shown in FIG.
  • the carrier policy management system 230 may communicate with the integration and communications hub 210 of the platform 260 when the driver enrolls a vehicle 102 and the integration and communications hub 210 manages the enrollment process through the steps of sending the order to a third party and sending confirmation to the carrier policy management system 230 .
  • the actuarial interface 276 may, for example, utilize FTP, export data into csv (comma separated values) files, store them on S3 (Amazon's cloud storage), and allow carriers to download them.
  • a commercial auto platform may include all of the elements of the exemplary personal auto platform 260 and additionally may offer, for example, a driver behavior management application, a customer fleet management portal, and/or data management for risk classification and risk management.
  • the data structure may include account management, shipping and billing information at the driver and account level.
  • the commercial auto platform may also be provided by a platform integrator.
  • the product may be configured for 1-4 vehicles, as provided, for example, by The Evogi Group.
  • a fleet management product may be configured for fleets of 5-99 vehicles, and is also provided, for example, by The Evogi Group.
  • an exemplary commercial auto platform may include “At a Glance Vehicle Scores” and risky event monitoring, basic vehicle trend analysis with comparisons to other demographic groups, detailed trip and event metrics with daily and weekly summaries, single vehicle at a time mapping of vehicle routes and risk events, easy user management (e.g., the ability to give drivers access to individual vehicle views), internet browser compatibility (e.g., Chrome, IE, Firefox, OSX), mobile browser support, and user configurable basic alerts and driver score distribution.
  • features of another exemplary commercial auto platform may include real-time vehicle positioning, accident alerts (e.g., crash notification), support for device 104 with a buzzer, distracted driver integration (e.g., cell phone blocking applications triggered by GPS or OBD motion detection), vehicle 102 diagnostics (e.g., engine, seatbelts, airbag, etc.), and geospatial overlay (e.g., speed over posted speed limits, weather, road type, etc.).
  • accident alerts e.g., crash notification
  • support for device 104 with a buzzer e.g., distracted driver integration (e.g., cell phone blocking applications triggered by GPS or OBD motion detection), vehicle 102 diagnostics (e.g., engine, seatbelts, airbag, etc.), and geospatial overlay (e.g., speed over posted speed limits, weather, road type, etc.).
  • vehicle 102 diagnostics e.g., engine, seatbelts, airbag, etc.
  • geospatial overlay e.g.
  • blocks or steps of flowcharts represent logic functions, actions and/or events performed therein. It will be appreciated by one of ordinary skill in the art that electronic and software systems involve dynamic and flexible processes such that the illustrated blocks and described sequences can be performed equivalently in different sequences or in parallel. It will also be appreciated by one of ordinary skill in the art that elements embodied as software may be implemented using various programming approaches such as, for example, machine language, procedural, object-oriented, or artificial intelligence techniques. It will further be appreciated by one of ordinary skill in the art that, if desired and appropriate, some or all of the software can be embodied as part of a device's operating system.
  • the insurance platform 200 ′ can provide driving performance feedback to a user, such as customer 220 , according to process 300 .
  • a user such as customer 220
  • device 104 data associated with vehicle 102 may be received by the integration and communications hub 210 .
  • ongoing feedback about driving performance may be provided directly to the customer 220 via the platform 260 and the customer interface 270 .
  • the customer interface 270 may be part of or include an application, such as, for example, the Evogi Customer Center, which is described in more detail below.
  • the insurance platform 200 ′ can provide a restatement of price to a user, such as customer 220 , according to process 400 .
  • device 104 data associated with vehicle 102 may be received by the integration hub, and at step 420 , sent to the actuarial process 240 , which may be, for example, a platform integrator system (e.g., The Evogi Group system), insurance carrier system, and/or third party system, through, for example, secure FTP, and/or from the integration and communications hub 210 .
  • claims and individual data are available to the actuarial process 240 through, for example, secure FTP, from the carrier database 230 .
  • the actuarial process 240 determines an actuarial value of a vehicle score. In other words, for example, the actuarial process 240 can determine how much or how little a vehicle score will be worth when a new rate is calculated based on the driving behavior.
  • the actuarial value of a vehicle score is sent to the scoring process 250 .
  • a rules engine of the scoring process 250 runs an algorithm or equation that determines or calculates a unique score associated with the vehicle 102 .
  • the vehicle score is matched to the vehicle identification number (VIN) and sent to the carrier database 230 .
  • a rate quote is prepared by the carrier database 230 and a restatement of price may be offered directly to the customer 220 .
  • the restatement of price may be offered to the customer 220 via the platform 260 and the customer interface 270 .
  • the restatement of price may be higher or lower than the previous price, based on various factors, including the vehicle score.
  • the integration of the UBI applications and systems with the carrier's actuarial and policy management environments can allow an insurance carrier to quickly implement an enterprise UBI initiative by simply utilizing the services provided by the UBI PaaS and the functionality of the UBI platform 260 .
  • Additional characteristics and features of the UBI platform 260 include: an “open” architecture that can allow change, re-use, and extensibility; a standards-based system that includes, for example, standard messaging protocols, schemas, integration patterns, etc.; integration with other business systems; a “Fit For Purpose” approach, where each application is responsible for appropriate functions; use of automation, such as, for example, use of workflow, orchestration, minimal manual tasks, etc.; a customer centric approach where the customer 220 is the first priority, including, for example, identification, experience, touch points, etc.; configurable systems that include, for example, the capability to change settings and not necessarily code (i.e., code can be prepared for all scenarios initially); real time or near real time flow of data and information; and single login for users, for example, customers 220 and carrier personnel.
  • an “open” architecture that can allow change, re-use, and extensibility
  • a standards-based system that includes, for example, standard messaging protocols, schemas, integration patterns, etc.
  • An exemplary UBI platform 260 embodied as a UBI PaaS, such as the UBI in a BoxTM platform offered by The Evogi Group, can offer UBI as a service to implement UBI for a carrier, facilitate ongoing UBI program management, and support the carrier or risk manager.
  • the carrier may need support in change management as a result of embarking on utilizing driving usage or behavioral data for business optimization purposes.
  • Leveraging telematics in insurance, for example via a UBI PaaS may result in significant organizational changes that can provide benefits beyond pricing segmentation, including, for example, the reduction of loss and loss costs and access to distinctive value-added services.
  • UBI PaaS The UBI as a service approach, including, for example, UBI PaaS, can harness the power of cloud computing and insurance technology expertise to deliver production-ready, compliant UBI administration.
  • Utilization of a UBI PaaS can be the most efficient, e.g., shortest, fastest, and most direct, route to implementation of a UBI program.
  • a platform 260 embodied as a UBI PaaS, such as the UBI in a BoxTM platform offered by The Evogi Group, can facilitate providing one or more of several services, processes, applications, and/or products according to an exemplary PaaS implementation process 500 , as shown in FIG. 5 .
  • the PaaS implementation process 500 may utilize the exemplary insurance platform 200 ′ and platform 260 , as shown in FIG. 2 b , including processes 300 and 400 , shown in FIGS. 3 and 4 , respectively.
  • step 510 provides strategy leadership and consulting services for product design and systems.
  • Step 512 provides professional services, including, for example, program management, project planning, development, implementation, testing, training, change management, filing support, transactional scoring, etc.
  • device 104 management is provided for telematics or mobile devices, including, for example, device 104 selection, compatibility, availability, and functionality methodologies.
  • Step 516 provides mobile network 108 management that can handle, for example, mobile network 108 connectivity, data transport to/from devices 104 , gateway 106 services, reliability, etc.
  • transaction management is provided, which can work through the integration hub to handle the flow of raw data through Enterprise Resource Planning (ERP) systems to the communications hub and external vendors, for full customer lifecycle management.
  • ERP Enterprise Resource Planning
  • QOS processes are provided, including, for example, dashboard and system metrics that can ensure data accuracy and integrity for carriers, drivers, vendors, original equipment manufacturers (OEMs), etc.
  • Step 522 provides data management processes that can facilitate manipulation and analysis of data to create highly actionable information.
  • Step 524 provides a carrier center application that can provide a comprehensive customer support tool, for example, for provisioning and case management and where carriers can be supported with levels 1-3 technical support.
  • Step 526 provides a customer center application that can include, for example, displays of vehicle 102 , driver, and driving data, as well as, for example, the logistics and online or mobile application for device 104 fulfillment and de-activation.
  • rate filing preparation is provided for insurance department approvals, including, for example, initial data analysis and preparation of a vehicle score, such as, for example, the formulation of the actuarial value of a vehicle score, completion of initial filing, and analysis and filings based on inbound data from active program.
  • transactional vehicle scoring is provided, which can include, for example, managing the transactional integrity of data and the implementation of scoring.
  • the scalability of the platform 260 and the PaaS implementation process 500 allows for the incorporation, integration, and utilization of any number of combinations of these services, processes, applications, and products. Individual steps may be added or deleted, may be performed in any order, may be combined and executed together, and/or may be executed in parallel. Different embodiments of platforms 260 and PaaS implementation processes 500 may include any and all combinations of these services, processes, applications, and products, which are discussed in more detail below.
  • Insurance and telematics experts can provide leadership and direction for business strategy and market entry, product design, customer communications, systems implementation, etc.
  • Platform 260 can include deliverables, such as, for example: program governance structure; an aggregate program plan; defined work management processes and procedures; management of the program level, consolidated processes, including, for example, work management, case management, project management, project billing and accounting, time tracking, etc.; management of the program change review board; management of program and product model requirements gathering, documentation, and test cases; creation and management of the release management process; management of systems integration testing and final user acceptance testing (UAT) sign-off; and management of all insurance company tactical integration requirements.
  • deliverables such as, for example: program governance structure; an aggregate program plan; defined work management processes and procedures; management of the program level, consolidated processes, including, for example, work management, case management, project management, project billing and accounting, time tracking, etc.; management of the program change review board; management of program and product model requirements gathering, documentation, and test cases; creation and management of the release management process; management of systems integration testing and final user acceptance testing (UAT) sign-off; and management of all insurance company tactical integration requirements.
  • UAT final user
  • the telematics devices 104 and the data produced by them are a foundation of the platform 260 , including when embodied as a PaaS.
  • a device integrator/manager such as, for example, The Evogi Group for the UBI in a BoxTM platform, can routinely evaluate device 104 manufacturers and select the best devices 104 for integration into its product offering. This activity may include determining device 104 and vehicle 102 compatibility.
  • the device integrator may create a partnership with multiple device 104 manufacturers to be able to support device 104 compatibility with the largest number of vehicle 102 year, make, model, and engine type combinations.
  • customer data can be sent from the integration and communications hub 210 to a compatibility server (e.g., as shown in FIG. 1 ), which can return either a device 104 order or a non-compatibility message.
  • the device manager can provide devices 104 to customers 220 in carrier-branded packaging.
  • the compatibility server can include a rules engine and algorithms for matching devices 104 to vehicles 102 , based on probabilities calculated from analysis of success rates by VIN. Factors that may be considered include, for example, engine size, ergonomics (e.g., position and/or location of device 104 under dashboard), etc.
  • OBD pin ports can have at least five variations/protocols.
  • the carrier or customer can be alerted to possible ergonomic issues that may limit the use of a device in a particular vehicle.
  • the compatibility server can include a compatibility database with various types of compatibility data loaded.
  • the compatibility data may include device 104 manufacturer data about the compatibility of their device 104 for a specific vehicle 102 , based on OBD pin port layout, engine size, diesel/electric, etc. In many cases, manufacturers may label devices 104 compatible for the same vehicles 102 .
  • rules may determine the best match by vehicle 102 and can continuously updates this designation based on other data (including, e.g., testing, customer feedback, and returns).
  • the compatibility server may be accessed during the carrier's quote process. If there is not a compatible device 104 for the vehicle 102 , the quote process may be stopped.
  • a carrier may establish a rule to allow or disallow a particular device 104 .
  • An alternative approach to accessing the compatibility server during the quote process is to provide access to a web-based compatibility checker. For example, a general agent or self-insurer could check device 104 compatibility outside of a carrier's quoting process.
  • An agent portal may be provided to support “pre-enrollment” activities. For example, an agent may look up compatibility by vehicle make, model, year, and engine type or by VIN. The portal can query the database directly.
  • the compatibility data may also include ergonomic data collected by the platform integrator's testing, including, for example, for bad data port locations that cause the device to interfere with proper or safe use of the vehicle.
  • the compatibility data may also include customer 220 feedback or complaints about installation difficulty, dislodged devices 104 due to port or device 104 issues, etc.
  • the compatibility data may also include data associated with devices 104 returned for installation or performance failures.
  • the device integrator may also manage functionality capability issues. For example, competing device 104 manufacturers, such as, for example, OBD II manufacturers, may continually “leapfrog” one another to achieve market leadership. By partnering with these manufacturers, the device integrator can introduce continuous improvements and capabilities at rates that exceed competitors in the industry. In addition, working with multiple manufacturers may ensure that device 104 availability never hinders an insurance carrier's need to meet demands arising from increased levels of customer 220 or policyholder adoption.
  • Device management may also include proactively managing all firmware requirements, device 104 updates, and technical fixes to provide the highest reliability, increased device 104 longevity and usefulness, widest telematics program support, and best customer 220 experience.
  • the device manager can push firmware updates wirelessly (over-the-air) to extend device 104 life and usefulness while maximizing use time.
  • the device manager can also take advantage of the typically declining cost of devices 104 when they occur. In this manner, the device manager can drive program costs down over time for insurance carriers.
  • Providing mobile network management can include establishing mobile network connectivity with various mobile service providers, for example, phone and data, carriers to ensure successful data transmission from devices 104 through the network 108 .
  • the network manager may also assess data transport to/from devices 104 and return unacceptable transmissions, establish gateway services for data transfer from mobile carriers to gateway 106 , and ensure reliability of data through QOS processes.
  • Data transmission cost from devices 104 can also be managed through the employment of techniques such as program specific reporting profiles, data cleansing, event driven burst transmissions, and data compression to ensure that only relevant data is transmitted as efficiently as possible.
  • Providing transaction management may include integration of items of information from the telematics or mobile device 104 associated with a vehicle 102 to a carrier's systems for insurance program management and the return of items of information for communication via the device 104 , based on customized program rules.
  • Insurance transactions managed by the data integration and communications hub 210 may include, for example: device 104 installation for program enrollment; policy and participation changes; rate changes; actuarial analysis, risk assessment, and data modeling; loss reporting, accident alerts, and claims management; customer 220 education and other game-based interactions. These transactions can be processed in real-time, batch mode, or with delayed effective dates.
  • Processes supported by the integration and communications hub 210 may include, for example: acquiring, synchronizing, and loading raw, real-time or near real-time, data from a wide range of telematics or mobile devices 104 into the data integration and communications hub 210 ; cleaning, verifying, de-duping, and enriching data; a rules-based, carrier-branded communications system that can deliver customized messages to the customer 220 and that can create diarized activities for follow-up; carriers that have the ability to manage customer 220 transactions across disparate internal systems, including mainframe and web-based systems for policy service, claims, and analysis; and accessing data through a single sign-on, rules-based portal available to carriers, customers 220 , agents, fleet managers, etc.
  • QOS Quality of Service
  • Providing QOS can include a method for determining the likelihood that a packet of information transmitted by OBD II or other telematics devices 104 meets user requirements for accuracy, reliability, and quality of data, and that is suitable for implementation and modification of a UBI or self-insurance program. Additionally, methods may be established for determining when and how to display data to each constituent, including policyholders (e.g., customers 220 ), insurance actuaries, and insurance carrier personnel, such as, for example, customer service staff.
  • policyholders e.g., customers 220
  • insurance actuaries e.g., insurance actuaries
  • insurance carrier personnel such as, for example, customer service staff.
  • each packet of information can be subjected to rules/algorithms for accuracy, reasonability, and fraud detection.
  • Data may be labeled, for example, as Ideal, Flagged with Explanation, or Flagged Unreliable.
  • Further rules can determine how data is displayed, for example, as received, as corrected and displayed with minor modifications, as retained and flagged as questionable, or as retained and flagged as unreliable. More detail is provided in U.S. application Ser. No. 13/839,681, incorporated by reference herein in full.
  • Rules can exist for a wide range of conditions, including, for example: Point-to-point travel—using GPS coordinates, QOS can determine, for example, whether a vehicle 102 traveled in a forward direction and/or whether it could reasonably have covered a certain distance within an elapsed time; Prior and current trips—comparing packets that were sent earlier, QOS can assess the reasonableness of the current location and current trip vis-à-vis a prior trip and prior location; Vehicle 102 /Device 104 mismatch—QOS can compare the device 104 registered to the vehicle 102 enrolled in the program or insured by the carrier, retain data from mismatched vehicles 102 /devices 104 , and subject the data to other QOS processes, including, for example, reporting the mismatch to the carrier for further action; Tampering/Disruption of signal—QOS can compare the date and time of prior packets as well as current and prior global positioning system (GPS) coordinates to find gaps in data transmission that may indicate a malfunctioning or unplugged device 104 , and if un
  • GPS fix (2D or 3D
  • HDOP horizontal dilution of precision
  • device 104 status including, for example, whether valid, not valid, altered, etc.
  • GPS location comparison to previous reading including, for example, duplicate, distance discrepancy, etc.
  • GPS speed including, for example, whether correct, excessive, etc.
  • display in user interface including, e.
  • FIG. 6 shows an exemplary screenshot 600 from an exemplary QOS system showing various QOS attributes.
  • FIG. 7 shows an exemplary screenshot 700 from an exemplary QOS system showing occurrences of various QOS flags.
  • QOS may also include mobile network monitoring and automation of SIM card logistics.
  • QOS can utilize a portal application to manage SIM cards and monitor network QOS. This can include, for example, providing the following functionality: Subscriber Identity Module (SIM) status; Application Programming Interface (API) integration; activate, suspend, and deactivate SIM's; monitor usage details, including, for example, packet data, Short Message Service (SMS), etc.; and network alerts and reports.
  • FIG. 8 shows an exemplary screenshot 800 from an exemplary Mobile Network Portal, as part of a QOS system, showing various attributes of aggregated traffic data.
  • Providing data management can include managing the use of information, for example, from the integration and communications hub 210 .
  • Data can be used by various systems, including, for example, insurance carrier systems and the UBI system itself.
  • Data management can include, for example, data capture, data storage, and data analysis capabilities that can meet an insurance carrier's customer 220 experience and product development requirements initially and over time. The integrity of data captured after the QOS process can allow more granular event determination and iterative learning that facilitates finer segmentation.
  • Providing data management can include both infrastructure and products.
  • data management can include, for example: data storage, scaling, and security; real time and batch feeds; reliability in the network 108 and applications; and data integrity.
  • data management can include: data reliability and availability; rating, pricing, and underwriting variables, including, for example, speed, engine revolutions-per-minute (RPM), and location; vehicle 102 operations and dispatch, for example, for claims, fraud detection, etc.; analysis and categorization of events within a trip; data collection, aggregation, and normalization; transactional integrity of data and implementation of scoring; data augmentation and/or improvement, including, for example, weather, traffic, road surface, etc.; integration of policyholder underwriting and claims data; and First Notice of Loss (FNOL) algorithms may be developed from event data within a trip.
  • RPM revolutions-per-minute
  • a hard braking event e.g., a deceleration as measured by a device 104
  • a certain threshold could be used to document a vehicle 102 accident by use of algorithms, such that the data is provided from the transaction manager to the insurance carrier's claims systems before the customer 220 notifies the carrier.
  • FNOL may also be used for proactive incident response.
  • thresholds can be set at a level (e.g., 4 G) that will minimize false positives, but alert based on events with a high probability of loss. More detail is provided in the following patent applications: U.S. application Ser. No. 13/835,381, U.S. application Ser. No. 13/837,955, U.S. application Ser. No. 13/839,681, and U.S. application Ser. No. 13/841,203, which are incorporated by reference herein in full.
  • Providing a carrier center can include, for example, providing a cloud-based business management application that can provide, for example, immediate role and/or permission directed access for customer management, reporting, data access, etc.
  • the carrier center may be configured to allow a customer service representative (CSR) to handle all account management functions on behalf of the customer 220 without interfacing with the carrier's policy management system, allowing the carrier center to be the primary management system for UBI transactions. Exemplary transactions can include, for example, customer management, device inventory management, bill reconciliation, management reports, and data access.
  • CSR customer service representative
  • Exemplary transactions can include, for example, customer management, device inventory management, bill reconciliation, management reports, and data access.
  • the carrier system interface 274 (e.g., as shown in FIG. 2 b ) may be part of or include an application, such as, for example, the Evogi Carrier Center.
  • Customer management transactions can include, for example, customer set-up (see also the customer center, described in more detail below), vehicle 102 set-up, logistics around order entry and device 104 fulfillment (see, e.g., FIG. 12 showing a partial process map for order fulfillment) and return, and case management (see, e.g., FIG. 13 showing a process map for support case management with escalation).
  • Management report transactions can include, for example: a configurable dashboard; loss control, claims and underwriting reports; quotes and sales; vehicles 102 ; and cases.
  • Data access transactions can include, for example, key performance indicator (KPI) reports and data downloads.
  • KPI key performance indicator
  • Level 1-3 technical support may be provided for the carrier center and systems as well as the telematics environment.
  • FIG. 9 shows an exemplary screenshot 900 from an exemplary carrier center application, showing various attributes, including KPIs. Additional screenshots are included in the Appendix.
  • Providing a customer center can include providing a configurable, white label customer service solution, such as, for example, The Evogi Group's Customer Center, for allowing customers 220 to access information about a UBI product.
  • FIG. 10 shows an exemplary screenshot 1000 from an exemplary customer center application.
  • the customer center can include: a Software as a Service (SaaS) customer center that can be private labeled or branded by a carrier or risk manager; seamless and transparent integration with a carrier's existing online or mobile platform, with functionality that can manage on-boarding (e.g., organizational socialization) and ongoing communications about UBI products; personalized account and password management and reporting for each customer 220 ; and frequently asked questions (FAQs) and support information to speed implementation and promote customer self sufficiency.
  • the customer interface 270 e.g., as shown in FIG. 2 b
  • Additional functionality may be configured by a carrier and delivered via the customer center, including, for example: single sign-on for the carrier's existing system that may allow connection to the UBI customer center; presentation and acceptance of privacy policy and terms of use upon initial login; customer's 220 online acknowledgement and/or acceptance of data capture and use for insurance products; communication system that can deliver targeted, real-time messages about driving behavior, vehicle 102 performance, insurance rates and discounts, game and community results, etc., via, for example, online or text messages; integration with a gamification platform for providing game-based interactions; dashboard that can give the customer 220 an overview of their driving behavior and vehicle score for all vehicles 102 ; detailed historical view of driving behavior and metrics that can be coupled with driving behavior management reporting and tools associated with UBI products; integration point with carrier center for support services; value-add and location-based services, such as, for example, roadside assist, teen and senior driver monitoring and/or management; and integrated smart-phone applications.
  • FIG. 11 shows an exemplary screenshot 1100 from an exemplary customer center application showing exemplary vehicle
  • Providing rate filing preparation for insurance department approvals can include, for example, providing: initial data analysis and preparation of a driver score; completion of initial filing; and ongoing analysis and filings based on inbound data from an active UBI program.
  • Providing transactional vehicle scoring can include, for example: managing the transactional integrity of data; and implementation of a scoring model.
  • Development of a vehicle score can include managing the transactional integrity of data, data preparation, analysis, and modeling.
  • Data may include device 104 data only or may be enhanced with a carrier's historical or actual loss experience. Aggregate data from external sources may be used to augment data modeling efforts.
  • the exemplary PaaS implementation process 500 may utilize certain technologies for implementation.
  • the implementation process 500 and the platform 260 may include: an end-to-end solution that may include, for example, hardware, firmware, mobile networks, gateways, software stacks, various applications, etc.; multiple applications, including, for example, for consumer, carrier, and actuarial processes; multiple policy holder product applications, including, for example, for UBI, teen/senior, commercial, etc.; measured quality of data (QOD) and with feeds to actuarial processes; highly scalable SaaS solutions that can run in a cloud environment; and data security and privacy solutions.
  • QOD measured quality of data
  • the implementation process 500 and the platform 260 may include a state-of-the-art applications environment.
  • particular environments may include, for example: development; OS X and Linux Ubuntu; browser compatibility test; virtual machines (VM) provided, for example, by SauceLabs (e.g., Scout); automated browser compatibility; Mongotest; test/staging; 64 bit Ubuntu 10.04.3 Amazon Web Services (AWS) Instance; production; and 64 bit Ubuntu 10.04.3 AWS Instance.
  • VM virtual machines
  • AWS Amazon Web Services
  • Backup processes may include, for example, automated cron jobs that can do complete relational and document database backups nightly and backups can be stored in Amazon S3.
  • Data recovery processes may include, for example: databases that can be backed-up nightly; backups that can be done more frequently since data import may be trivial; total recovery from data not backed up on S3 may not be completely clean, but may be possible; and multiple levels of buffering.
  • Health monitoring may include, for example; employing third party software (e.g., ICINGA) to monitor development, model office, staging, and production servers; monitoring processes, log staleness, and server responsiveness (periodic ping); monitoring frequency of messages received from devices 104 , trips generated, readings processed, and messages put on queue; monitoring the middleware, databases, and Java memory usage via Java Management Extensions (JMX) hook; and monitoring overall server resources, including, for example, memory usage, disk storage, CPU usage, and network throughput.
  • third party software e.g., ICINGA
  • monitoring processes log staleness, and server responsiveness (periodic ping)
  • monitoring frequency of messages received from devices 104 trips generated, readings processed, and messages put on queue
  • monitoring the middleware, databases, and Java memory usage via Java Management Extensions (JMX) hook Java Management Extensions
  • the systems architecture associated with the implementation process 500 and the platform 260 may include non-functional attributes and/or features, such as, for example: scalability; reliability; no single point of failure; device 104 agnostic; network agnostic; RESTful; no vendor lock-in; maintainable and modular; and transparency, including, for example, for developer, system status, and diagnostics.
  • the application is also well suited for other applications, including, for example, fleet management for commercial auto insurers and self-insurers.
  • certain parameters of the platform may be focused differently, such as, for example, the interfaces and scoring.
  • a PaaS with the capability to track certain metrics, for example, associated with driver behavior and vehicles, for feedback and analysis may be very useful, for example, to determine and minimize risk.
  • FIG. 14 includes an exemplary depiction of exemplary communication protocols and exemplary devices containing the exemplary insurance platform 200 ′, platform 260 , and/or providing the PaaS implementation process 500 .
  • the devices can include the means for executing logic associated with the insurance platform 200 ′, platform 260 , and/or providing the PaaS implementation process 500 , and their associated applications.
  • the platform and/or its associated applications may be accessed and/or stored via a variety of computing devices 1610 , including, e.g., wired devices 1620 (e.g., desktop computers) and mobile devices 1630 (e.g., smartphones and tablets), kiosks, or any other device capable of hosting or presenting the platform and/or its associated applications to a user with a display and input mechanism.
  • the platform and/or its associated applications may be stored in the memory 1640 of a device and processed by a Central Processing Unit (CPU) 1650 .
  • the platform and/or its associated applications and/or their associated logic may be stored and accessed via the same device, stored remotely in a first device and accessed via a different second device, or any other combination thereof.
  • the platform and/or its associated applications may be stored in local or remote memory (e.g., of a server 1660 ), and accessible directly or via a network 1670 (e.g., over the internet 1680 ).
  • the platform and/or its associated applications may also be a web-based application accessible via the internet 1680 .
  • a database associated with the platform and/or its associated applications may be located in the same or different memory location than the platform and/or its associated applications. Similarly, a database associated with the platform and/or its associated applications may be accessed the same way or differently than the platform and/or its associated applications.

Abstract

Systems and methods of providing a platform for a driving performance application. The platform includes receiving data associated with driving performance of a driver, where the driver is associated with a client of the platform, analyzing the data to determine a measure of driving performance, and reporting the measure of driving performance to the client. The platform interfaces with the native systems of the client to provide an integrated insurance platform capable of implementing and managing a driving performance product, such as a usage-based insurance product.

Description

    CROSS REFERENCE TO RELATED APPLICATIONS
  • This application claims priority to, and the benefits of, U.S. provisional application Ser. No. 61/744,755 filed on Oct. 3, 2012, and U.S. provisional application Ser. No. 61/762,547 filed on Feb. 8, 2013, which are both incorporated by reference herein in full.
  • BACKGROUND
  • Providing usage-based insurance, other insurance products, and/or fleet management can include capturing data associated with driving performance (e.g., driving activity or “usage”), which, in some cases, may also be relevant to a particular insurance policy. Because decisions may be based on that data, for example, restatements of price, it is important to ensure the integrity and/or quality of the data, for example, for both policy holders and providers.
  • The following patent applications are incorporated by reference herein in full: U.S. provisional application Ser. No. 61/749,600, U.S. application Ser. No. 13/835,381, U.S. application Ser. No. 13/837,955, U.S. application Ser. No. 13/839,681, and U.S. application Ser. No. 13/841,203.
  • SUMMARY
  • In one embodiment, a method of providing a platform for a driving performance application, including receiving data associated with driving performance of a driver, wherein the driver is associated with a client of the platform, analyzing the data to determine a measure of driving performance, and reporting the measure of driving performance to the client.
  • The descriptions of the invention do not limit the words used in the claims in any way or the scope of the claims or invention. The words used in the claims have all of their full ordinary meanings.
  • BRIEF DESCRIPTION OF THE DRAWINGS
  • In the accompanying drawings, which are incorporated in and constitute a part of the specification, embodiments of the invention are illustrated, which, together with a general description of the invention given above, and the detailed description given below, serve to exemplify embodiments of this invention.
  • FIG. 1 illustrates a block diagram showing an exemplary insurance platform;
  • FIG. 2 a illustrates a block diagram showing an exemplary integrated insurance platform including native insurance-based systems;
  • FIG. 2 b illustrates a block diagram showing an exemplary integrated insurance platform including providing an exemplary usage-based insurance platform as a service;
  • FIG. 3 is a flowchart showing the steps of an exemplary embodiment to provide driving performance feedback to a user;
  • FIG. 4 is a flowchart showing the steps of an exemplary embodiment to provide a restatement of price to a user;
  • FIG. 5 is a flowchart showing the steps of an exemplary embodiment to provide a usage-based insurance platform as a service;
  • FIG. 6 illustrates an exemplary screenshot from an exemplary QOS application showing various QOS attributes;
  • FIG. 7 illustrates an exemplary screenshot from another exemplary QOS application showing occurrences of various QOS flags;
  • FIG. 8 illustrates an exemplary screenshot from an exemplary Mobile Network Portal, as part of another exemplary QOS application, showing various attributes of aggregated traffic data;
  • FIG. 9 illustrates an exemplary screenshot from an exemplary carrier center application, showing various attributes;
  • FIG. 10 illustrates an exemplary screenshot from an exemplary customer center application;
  • FIG. 11 illustrates an exemplary screenshot from an exemplary customer center application showing vehicle scoring and driving behavior feedback;
  • FIG. 12 is a flowchart showing the steps of an exemplary embodiment for order fulfillment;
  • FIG. 13 is a flowchart showing the steps of an exemplary embodiment to support case management; and
  • FIG. 14 includes an exemplary depiction of exemplary communication protocols and exemplary devices containing the application and/or executing the processes.
  • DESCRIPTION
  • The following includes definitions of exemplary terms used throughout the disclosure. Both singular and plural forms of all terms fall within each meaning:
  • “Address”, as used herein, includes but is not limited to one or more e-mail addresses, a distribution list including one or more e-mail addresses, uniform resource locator (URL) and file transfer protocol (FTP) locations or the like, network drive locations, a postal address, a combination of an e-mail address and a postal address, or other types of addresses that can identify a desired destination.
  • “Computer Readable Medium”, as used herein, includes but is not limited to any memory device, storage device, compact disc, floppy disk, or any other medium capable of storing data temporarily and/or permanently that can be interpreted by a computer.
  • “Device”, as used herein, includes any machine or component that attaches to and/or communicates with a computing device. Examples of peripheral devices, which are separate from a main computing device, include disk drives, printers, mice, and modems. Examples of integrated peripherals, which are incorporated into a main computing device, include central processing units and application specific integrated circuits. Most devices, whether peripheral or not, require a program called a device driver that acts as a translator, converting general commands from an application into specific commands that the device understands. The telematics device (104) is an exemplary device.
  • “Internet”, as used herein, includes a wide area data communications network, typically accessible by any user having appropriate software.
  • “Intranet”, as used herein, includes a data communications network similar to an internet but typically having access restricted to a specific group of individuals, organizations, or computers.
  • “Logic”, synonymous with “circuit” as used herein, includes but is not limited to hardware, firmware, software and/or combinations of each to perform a function(s) or an action(s). For example, based on a desired application or needs, logic may include a software controlled microprocessor, discrete logic such as an application specific integrated circuit (ASIC), or other logic device. Logic may also be fully embodied as software.
  • “Network”, as used herein, includes but is not limited to the Internet, intranets, Wide Area Networks (WANs), Local Area Networks (LANs), and transducer links such as those using Modulator-Demodulators (modems).
  • “Platform”, as used herein, includes but is not limited to a computing system that combines hardware and software, including application frameworks. The platform may include a computer architecture, operating system, programming languages, and related user interfaces, including run-time system libraries and/or graphical user interfaces. Providing a “platform as a service” (PaaS) is a category of computing services that may provide an integrated platform with specific application solutions as a service, with various levels of scalability. Services may include providing specialized and/or customized hardware, such as, for example, networks, servers, storage, interface devices, etc., and software, such as, for example, applications, interfaces, security, etc. Hardware and/or software associated with the services may or may not be dedicated to one platform. Providing a PaaS may include development, testing, deployment, hosting, maintenance, updating, etc. A PaaS may include the capability to integrate with various outside and/or private systems, such as, for example, web services, databases, and networks, utilizing, for example, Simple Object Access Protocol (SOAP) and Representational State Transfer (REST) interfaces.
  • “Signal”, as used herein, includes but is not limited to one or more electrical signals, analog or digital signals, one or more instructions, a bit or bit stream, or the like. The term “command” is synonymous with “signal.”
  • “Software”, as used herein, includes but is not limited to one or more computer executable instructions, routines, algorithms, modules or programs including separate applications or code from dynamically linked libraries for performing functions and actions as described herein. Software may also be implemented in various forms such as a stand-alone program, a servlet, an applet, instructions stored in a memory, part of an operating system (OS) or other type of executable instructions. It will be appreciated by one of ordinary skill in the art that the form of software is dependent on, for example, requirements of a desired application, the environment it runs on, and/or the desires of a designer/programmer or the like.
  • FIG. 1 shows an exemplary insurance support/enhancement platform 100, including exemplary hardware and software elements supporting carriers providing insurance, including, for example, usage-based insurance (UBI). As used herein, UBI includes usage-based insurance, behavior-based insurance (BBI), and other incentive or discount based insurance programs that may include use and behavior based elements including, for example, mileage, trips, driving performance and habits, geospatial data, etc. In other embodiments, the platform 100 may be associated with a driving performance product or application applicable to commercial/fleet management and self insurers. Clients of the platform or driving performance product may include insurance carriers, such as UBI cariers, commercial/fleet managers, self insurers, etc.
  • Insurers, for example, may be property/casualty insurance carriers that may use a driving performance product, such as a UBI product, for personal lines of insurance or commercial lines of insurance. Self-insurers, for example, may be companies with a large fleet that may self-insure an underlying layer of risk and may buy an umbrella layer of coverage over the self-insured layer. Self-insurers may use a driving performance product, such as a UBI product, that will allow them to gather the same data on drivers that an insurer tracks. Fleet managers, for example, may be companies with fleets of commercial vehicles and may have commercial insurance with a company that may not offer UBI, but they may be eligible for a discount from their insurance carrier if they employ a driving performance product, such as a UBI product, to monitor their drivers' performance. In other situations, fleet managers may use a driving performance product, such as a fleet management product (e.g., a subset of a UBI product), with features that allow them to track location, fuel consumption, hours of vehicle operation, etc.
  • A UBI product is an exemplary driving performance product. For simplicity, this application may refer to exemplary UBI products, programs, systems, features, transactions, etc. However, references to UBI are exemplary and include all of the exemplary driving performance products described above, among others.
  • In the exemplary platform 100 of FIG. 1, data, such as, for example, latitude/longitude of a vehicle 102 is captured and/or transmitted, for example, wirelessly from a device 104, associated with the vehicle 102, such as a dongle device, on-board diagnostic (OBD) device, global positioning system (GPS) device, iOS or Android device, smart phone, tablet, or other telematics device to one or more gateways 106 via, for example, network 108. The data from the device 104 may include information associated with driving performance related to, for example, a UBI product, such as, for example, driving behavior, vehicle location, etc. In some embodiments, data captured and/or transmitted by the device 104 may include data from more than one data source or device. For example, the device 104 may transmit data captured from the vehicle 102 OBD device and/or data captured from a GPS system included in the device 104. Gateways 106 may include a device 104 manufacturer's or provider's gateway or a common gateway established for the platform 100. In some embodiments, data may be captured and/or transmitted directly from the vehicle 102, such that the vehicle 102 or a component of the vehicle 102 is the device 104. The device 104 may or may not be connected to the vehicle 102. Data aggregation and normalization can occur using, for example, systems and methods described in U.S. provisional patent application Ser. No. 61/744,755, filed Oct. 3, 2012, and incorporated herein by reference in full.
  • Data may be processed through a Quality of Service (QOS) application or engine 110, which can evaluate, for example, data packets and aggregated packets (e.g., trips) and can pass results through algorithms for data retention, display, and/or use. QOS can assign measures of suitability and reliability to the data for analytical purposes. Resulting raw data can be stored in raw data store 112 and passed to an operational database 114 and data warehouse 116, which may allow some applications 118 (e.g., Carrier Center, Customer Center, ViewPoint, etc.) to access the data directly and/or other applications (e.g., Actuarial Analysis) to access the data via, for example, File Transfer Protocol (FTP). Access to aggregate data from multiple carriers and multiple device types may be granted for actuarial analysis by a carrier that contributes some but not all of the data. For example, Carrier #1 may deploy Device A and Device B in its UBI program, while Carrier #2 may deploy Device B and Device C. After the QOS process, the aggregate data from all devices is stored in data warehouse 116. Rules-based permission may allow Carrier A to access and analyze aggregate data from Device C, even though that device is not part of its program. This data enhances the actuarial analysis if it increases the overall quality of the data, i.e., its reliability. An integration and communications hub 120 can manage transactions to and from other systems and applications, including, for example, the exemplary insurance carrier systems 122. These communications and transactions may include, for example, logistics for ordering the device 104, dashboards for viewing driving results as recorded by the device 104, processes for managing insurance rates, etc.
  • Together, many of these components may be a part of a system and/or process for an integrated driving performance product, such as, for example, a UBI platform. In particular, the features mentioned in the following applications, which are incorporated by reference herein in full: U.S. provisional application Ser. No. 61/749,600, U.S. application Ser. No. 13/835,381, U.S. application Ser. No. 13/837,955, U.S. application Ser. No. 13/839,681, and U.S. application Ser. No. 13/841,203. Integrating various components of the driving performance product platform 100 with external and/or private systems can result in a platform that may be offered as a service, for example, to insurance carriers that want to quickly engage in a product, such as, for example, UBI, without developing the capability organically or internally. Essentially, the driving performance product platform 100 provides a “turn-key” platform that can integrate with existing systems, transforming them into a system capable of offering the product to customers. For example, offering a UBI platform as a service (PaaS) may allow an insurance carrier to expedite launch of an enterprise UBI initiative and facilitate ongoing UBI program management. This platform can harness the power of cloud computing and insurance technology expertise to deliver production-ready, compliant product administration. The platform's system architecture can be device 104 and network 108 agnostic, highly scalable, modular, transparent, supportive of hosting and business process outsourcing, etc. The platform can cover, for example, device 104 management, data management, QOS processes, transaction management, and data feeds to user applications. The PaaS may be offered to platform customers, such as, for example, insurance carriers or providers, by a platform administrator or integrator. For example, the UBI in a Box™ platform is a PaaS offered by The Evogi Group. Some embodiments of the PaaS may also be applicable to commercial/fleet management and self insurers, as discussed in more detail below.
  • FIG. 2 a depicts an exemplary insurance platform 200 that integrates various components of the exemplary insurance platform 100 with native insurance-based systems. The combined insurance platform 200 may include various hardware and software components capable of implementing the functions described below. All of these components may be integrated into one or more platforms in such a manner that allows the insurance platform 200 to seamlessly provide a product, such as UBI, as a service. For example, in this embodiment, the insurance platform 200 shows an exemplary vehicle 102 including an exemplary device 104 communicating data to an exemplary integration and communications hub 210. In some embodiments, the integration and communications hub 210 may include or be a part of all or portions of the UBI applications and systems from insurance platform 100 and may also include all or portions of the integration and communications hub 120 from insurance platform 100, as shown in FIG. 1.
  • The insurance platform 200 may also include applications that can interface with, for example, users and other systems. These may include, for example, a customer 220, a carrier policy management system 230, and an actuarial process 240. As part of the actuarial process 240, data is analyzed in order to predict the relative likelihood that a claim will be filed by members of a certain group, for example, drivers between the ages of 21-25. Based on historical data, the relative expectation of a claim being filed for this group is calculated and compared to all other groups. A rating factor may be assigned to the variable (age 21-25). That factor can be combined, for example, in an additive or multiplicative manner, with rating factors for other rating variables, such as, for example, gender, marital status, number and type of traffic accidents, zip code, type of car driven, and driving performance. Based on the actuarial process 240, insurance rates, discounts, and surcharges may be calculated. The customer 220, the carrier policy management system 230, and the actuarial process 240 may be specific to the product offering or may be common with other insurance-based products or systems. Exemplary customers 220 include policy holders of carriers. An exemplary function of the carrier database 230 is a restatement of price or rate quote issuance (RQI), including, when the carrier calculates and sends a quote for a new rate at renewal or mid-term if there is a policy change. In some embodiments, the carrier policy management system 230 and the actuarial process 240 may be included in one system, such as, for example, an integrated insurance carrier system or platform. The insurance platform 200 may also include a scoring process 250, as described in more detail below. In some embodiments, the scoring process 250 may include or be a part of all or portions of the UBI applications and systems from insurance platform 100 and may also be associated with all or portions of the integration and communications hub 120 from insurance platform 100, as shown in FIG. 1. As shown in FIG. 2 a, the various components of the insurance platform 200 can communicate with each other to exchange data and information, in addition to the communication arrows shown in FIG. 2 a. Also shown in FIG. 2 a, the components can also cooperate with each other to provide user services, such as, for example, performance feedback and restatements of policy prices.
  • FIG. 2 b depicts another embodiment of an exemplary insurance platform 200′ that also incorporates various components of the exemplary insurance platform 100. Exemplary insurance platform 200′ includes an exemplary PaaS, shown as platform 260, which may include one or more applications associated with the platform 260. For example, the platform 260 can represent exemplary components and/or systems of a UBI PaaS, which can be used to facilitate providing UBI to customers 220. The insurance platform 200′ may include various hardware and software components similar to those of the insurance platform 200 from FIG. 2 a, but the platform 260 includes various interfaces capable of interfacing with systems and/or users external to the platform. For example, in this embodiment, the platform 260 includes, for example a customer interface 270, an application for QOS and Web analytics (e.g., ViewPoint application 272), a carrier system interface 274, and an actuarial interface 276. Other embodiments may include various combinations of these interfaces or additional interfaces.
  • These interfaces allow the platform 260 to integrate and/or interface with native entities, such as, for example, vehicles 102 via devices 104 and the integration and communications hub 210, customers 220 via the customer interface 270, an existing carrier policy management system 230 via the carrier system interface 274, and an existing actuarial process 240 via the actuarial interface 276. In this manner, the platform 260 provides a “turn-key” platform that can integrate with existing systems, transforming them into a system capable of offering the product to customers. These interfaces may include, for example, user interfaces, individual APIs, a framework of APIs, function calls, or any other logic to facilitate interfacing with systems or users external to the platform 260. The platform 260 may also include database 278, which may include or be a part of all or portions of the databases included in the UBI applications and systems from insurance platform 100, as shown in FIG. 1. The database 278 may be utilized by any of the components and/or systems of the insurance platform 200′, including the platform 260, to store data.
  • In another embodiment, carriers may choose to utilize the platform 260 for various communications other than those associated with the product, including utilizing the platform 260 as a single point of communication for the customer 220 regarding all of their activities with the carrier, via the customer interface 270. For example, the restatement of price may be communicated to the customer 220 via the platform 260 and the customer interface 270. However, in this embodiment, communications can still occur between the customer 220 and the carrier outside of the platform 260, including, for example, for items not associated with the product. FIG. 2 b shows a dotted line between the customer 220 and the carrier policy management system 230 for these types of communications, i.e., for example, when the restatement of price occurs through the platform 260.
  • These interfaces allow for communication and data transfer between all of the components and systems of the insurance platform 200′, including through the platform 260. In one embodiment, the customer interface 270 may be, for example, a user interface for login of customers 220. Customers 220 may be able to access information associated with their products from the platform 260. In other embodiments, the login may be a “single login” that can facilitate access to information associated with any other insurance products or accounts associated with the customer 220, which may include non-UBI products. In other embodiments, the carrier system interface 274 may facilitate specific interactions. For example, the carrier policy management system 230 may communicate with the compatibility server (e.g., as shown in FIG. 1) of the platform 260 before a quote is started, to determine whether a compatible device 104 is available for the potential customer's vehicle 102. In another example, the carrier policy management system 230 may communicate with the integration and communications hub 210 of the platform 260 when the driver enrolls a vehicle 102 and the integration and communications hub 210 manages the enrollment process through the steps of sending the order to a third party and sending confirmation to the carrier policy management system 230. In other embodiments, the actuarial interface 276 may, for example, utilize FTP, export data into csv (comma separated values) files, store them on S3 (Amazon's cloud storage), and allow carriers to download them.
  • In other embodiments, a commercial auto platform may include all of the elements of the exemplary personal auto platform 260 and additionally may offer, for example, a driver behavior management application, a customer fleet management portal, and/or data management for risk classification and risk management. The data structure may include account management, shipping and billing information at the driver and account level. The commercial auto platform may also be provided by a platform integrator. For example, in one embodiment for commercial auto, the product may be configured for 1-4 vehicles, as provided, for example, by The Evogi Group. In another embodiment, a fleet management product may be configured for fleets of 5-99 vehicles, and is also provided, for example, by The Evogi Group. Features of an exemplary commercial auto platform may include “At a Glance Vehicle Scores” and risky event monitoring, basic vehicle trend analysis with comparisons to other demographic groups, detailed trip and event metrics with daily and weekly summaries, single vehicle at a time mapping of vehicle routes and risk events, easy user management (e.g., the ability to give drivers access to individual vehicle views), internet browser compatibility (e.g., Chrome, IE, Firefox, OSX), mobile browser support, and user configurable basic alerts and driver score distribution. In another example, features of another exemplary commercial auto platform may include real-time vehicle positioning, accident alerts (e.g., crash notification), support for device 104 with a buzzer, distracted driver integration (e.g., cell phone blocking applications triggered by GPS or OBD motion detection), vehicle 102 diagnostics (e.g., engine, seatbelts, airbag, etc.), and geospatial overlay (e.g., speed over posted speed limits, weather, road type, etc.).
  • As illustrated in this application, blocks or steps of flowcharts represent logic functions, actions and/or events performed therein. It will be appreciated by one of ordinary skill in the art that electronic and software systems involve dynamic and flexible processes such that the illustrated blocks and described sequences can be performed equivalently in different sequences or in parallel. It will also be appreciated by one of ordinary skill in the art that elements embodied as software may be implemented using various programming approaches such as, for example, machine language, procedural, object-oriented, or artificial intelligence techniques. It will further be appreciated by one of ordinary skill in the art that, if desired and appropriate, some or all of the software can be embodied as part of a device's operating system.
  • For example, with continued reference to FIG. 2 b and additional reference to FIG. 3, the insurance platform 200′ can provide driving performance feedback to a user, such as customer 220, according to process 300. Starting at 310, device 104 data associated with vehicle 102 may be received by the integration and communications hub 210. At 320, ongoing feedback about driving performance may be provided directly to the customer 220 via the platform 260 and the customer interface 270. The customer interface 270 may be part of or include an application, such as, for example, the Evogi Customer Center, which is described in more detail below.
  • In another example, with additional reference to FIG. 4, the insurance platform 200′ can provide a restatement of price to a user, such as customer 220, according to process 400. Starting at 410, device 104 data associated with vehicle 102 may be received by the integration hub, and at step 420, sent to the actuarial process 240, which may be, for example, a platform integrator system (e.g., The Evogi Group system), insurance carrier system, and/or third party system, through, for example, secure FTP, and/or from the integration and communications hub 210. At step 430, claims and individual data are available to the actuarial process 240 through, for example, secure FTP, from the carrier database 230.
  • At step 440, the actuarial process 240 determines an actuarial value of a vehicle score. In other words, for example, the actuarial process 240 can determine how much or how little a vehicle score will be worth when a new rate is calculated based on the driving behavior. At step 450, the actuarial value of a vehicle score is sent to the scoring process 250. At step 460, a rules engine of the scoring process 250 runs an algorithm or equation that determines or calculates a unique score associated with the vehicle 102. At step 470, the vehicle score is matched to the vehicle identification number (VIN) and sent to the carrier database 230. At step 480, a rate quote is prepared by the carrier database 230 and a restatement of price may be offered directly to the customer 220. However, as mentioned above, in another embodiment, the restatement of price may be offered to the customer 220 via the platform 260 and the customer interface 270. The restatement of price may be higher or lower than the previous price, based on various factors, including the vehicle score.
  • For example, the integration of the UBI applications and systems with the carrier's actuarial and policy management environments, for example, as a UBI PaaS, as shown in the exemplary insurance platform 200′ of FIG. 2 b, can allow an insurance carrier to quickly implement an enterprise UBI initiative by simply utilizing the services provided by the UBI PaaS and the functionality of the UBI platform 260. Additional characteristics and features of the UBI platform 260 include: an “open” architecture that can allow change, re-use, and extensibility; a standards-based system that includes, for example, standard messaging protocols, schemas, integration patterns, etc.; integration with other business systems; a “Fit For Purpose” approach, where each application is responsible for appropriate functions; use of automation, such as, for example, use of workflow, orchestration, minimal manual tasks, etc.; a customer centric approach where the customer 220 is the first priority, including, for example, identification, experience, touch points, etc.; configurable systems that include, for example, the capability to change settings and not necessarily code (i.e., code can be prepared for all scenarios initially); real time or near real time flow of data and information; and single login for users, for example, customers 220 and carrier personnel.
  • An exemplary UBI platform 260, embodied as a UBI PaaS, such as the UBI in a Box™ platform offered by The Evogi Group, can offer UBI as a service to implement UBI for a carrier, facilitate ongoing UBI program management, and support the carrier or risk manager. For example, the carrier may need support in change management as a result of embarking on utilizing driving usage or behavioral data for business optimization purposes. Leveraging telematics in insurance, for example via a UBI PaaS, may result in significant organizational changes that can provide benefits beyond pricing segmentation, including, for example, the reduction of loss and loss costs and access to distinctive value-added services.
  • The UBI as a service approach, including, for example, UBI PaaS, can harness the power of cloud computing and insurance technology expertise to deliver production-ready, compliant UBI administration. Utilization of a UBI PaaS can be the most efficient, e.g., shortest, fastest, and most direct, route to implementation of a UBI program.
  • For example, a platform 260, embodied as a UBI PaaS, such as the UBI in a Box™ platform offered by The Evogi Group, can facilitate providing one or more of several services, processes, applications, and/or products according to an exemplary PaaS implementation process 500, as shown in FIG. 5. The PaaS implementation process 500 may utilize the exemplary insurance platform 200′ and platform 260, as shown in FIG. 2 b, including processes 300 and 400, shown in FIGS. 3 and 4, respectively. In particular, for example, referring to FIG. 5, step 510 provides strategy leadership and consulting services for product design and systems. Step 512 provides professional services, including, for example, program management, project planning, development, implementation, testing, training, change management, filing support, transactional scoring, etc. At step 514, device 104 management is provided for telematics or mobile devices, including, for example, device 104 selection, compatibility, availability, and functionality methodologies. Step 516 provides mobile network 108 management that can handle, for example, mobile network 108 connectivity, data transport to/from devices 104, gateway 106 services, reliability, etc. At step 518, transaction management is provided, which can work through the integration hub to handle the flow of raw data through Enterprise Resource Planning (ERP) systems to the communications hub and external vendors, for full customer lifecycle management.
  • Continuing to step 520, QOS processes are provided, including, for example, dashboard and system metrics that can ensure data accuracy and integrity for carriers, drivers, vendors, original equipment manufacturers (OEMs), etc. Step 522 provides data management processes that can facilitate manipulation and analysis of data to create highly actionable information. Step 524 provides a carrier center application that can provide a comprehensive customer support tool, for example, for provisioning and case management and where carriers can be supported with levels 1-3 technical support. Step 526 provides a customer center application that can include, for example, displays of vehicle 102, driver, and driving data, as well as, for example, the logistics and online or mobile application for device 104 fulfillment and de-activation. At step 528, rate filing preparation is provided for insurance department approvals, including, for example, initial data analysis and preparation of a vehicle score, such as, for example, the formulation of the actuarial value of a vehicle score, completion of initial filing, and analysis and filings based on inbound data from active program. At step 530, transactional vehicle scoring is provided, which can include, for example, managing the transactional integrity of data and the implementation of scoring. As mentioned above, the scalability of the platform 260 and the PaaS implementation process 500 allows for the incorporation, integration, and utilization of any number of combinations of these services, processes, applications, and products. Individual steps may be added or deleted, may be performed in any order, may be combined and executed together, and/or may be executed in parallel. Different embodiments of platforms 260 and PaaS implementation processes 500 may include any and all combinations of these services, processes, applications, and products, which are discussed in more detail below.
  • Strategy Leadership and Consulting Services 510
  • Insurance and telematics experts can provide leadership and direction for business strategy and market entry, product design, customer communications, systems implementation, etc.
  • Professional Services 512
  • Providing professional services can ensure the successful delivery of a carrier's program launch. Platform 260, embodied as a PaaS, can include deliverables, such as, for example: program governance structure; an aggregate program plan; defined work management processes and procedures; management of the program level, consolidated processes, including, for example, work management, case management, project management, project billing and accounting, time tracking, etc.; management of the program change review board; management of program and product model requirements gathering, documentation, and test cases; creation and management of the release management process; management of systems integration testing and final user acceptance testing (UAT) sign-off; and management of all insurance company tactical integration requirements.
  • Device Management 514
  • The telematics devices 104 and the data produced by them are a foundation of the platform 260, including when embodied as a PaaS. A device integrator/manager, such as, for example, The Evogi Group for the UBI in a Box™ platform, can routinely evaluate device 104 manufacturers and select the best devices 104 for integration into its product offering. This activity may include determining device 104 and vehicle 102 compatibility. For example, the device integrator may create a partnership with multiple device 104 manufacturers to be able to support device 104 compatibility with the largest number of vehicle 102 year, make, model, and engine type combinations.
  • As part of the customer 220 enrollment process, customer data can be sent from the integration and communications hub 210 to a compatibility server (e.g., as shown in FIG. 1), which can return either a device 104 order or a non-compatibility message. The device manager can provide devices 104 to customers 220 in carrier-branded packaging. The compatibility server can include a rules engine and algorithms for matching devices 104 to vehicles 102, based on probabilities calculated from analysis of success rates by VIN. Factors that may be considered include, for example, engine size, ergonomics (e.g., position and/or location of device 104 under dashboard), etc. In particular, there may be variations in the formats of device 104 connection pin-outs. For example, OBD pin ports can have at least five variations/protocols. In some embodiments, the carrier or customer can be alerted to possible ergonomic issues that may limit the use of a device in a particular vehicle.
  • The compatibility server can include a compatibility database with various types of compatibility data loaded. For example, the compatibility data may include device 104 manufacturer data about the compatibility of their device 104 for a specific vehicle 102, based on OBD pin port layout, engine size, diesel/electric, etc. In many cases, manufacturers may label devices 104 compatible for the same vehicles 102. As part of device management, rules may determine the best match by vehicle 102 and can continuously updates this designation based on other data (including, e.g., testing, customer feedback, and returns). The compatibility server may be accessed during the carrier's quote process. If there is not a compatible device 104 for the vehicle 102, the quote process may be stopped. If the device 104 issues are related to ergonomics, a carrier may establish a rule to allow or disallow a particular device 104. An alternative approach to accessing the compatibility server during the quote process is to provide access to a web-based compatibility checker. For example, a general agent or self-insurer could check device 104 compatibility outside of a carrier's quoting process. An agent portal may be provided to support “pre-enrollment” activities. For example, an agent may look up compatibility by vehicle make, model, year, and engine type or by VIN. The portal can query the database directly.
  • In addition, the compatibility data may also include ergonomic data collected by the platform integrator's testing, including, for example, for bad data port locations that cause the device to interfere with proper or safe use of the vehicle. The compatibility data may also include customer 220 feedback or complaints about installation difficulty, dislodged devices 104 due to port or device 104 issues, etc. The compatibility data may also include data associated with devices 104 returned for installation or performance failures.
  • The device integrator may also manage functionality capability issues. For example, competing device 104 manufacturers, such as, for example, OBD II manufacturers, may continually “leapfrog” one another to achieve market leadership. By partnering with these manufacturers, the device integrator can introduce continuous improvements and capabilities at rates that exceed competitors in the industry. In addition, working with multiple manufacturers may ensure that device 104 availability never hinders an insurance carrier's need to meet demands arising from increased levels of customer 220 or policyholder adoption.
  • Device management may also include proactively managing all firmware requirements, device 104 updates, and technical fixes to provide the highest reliability, increased device 104 longevity and usefulness, widest telematics program support, and best customer 220 experience. The device manager can push firmware updates wirelessly (over-the-air) to extend device 104 life and usefulness while maximizing use time. The device manager can also take advantage of the typically declining cost of devices 104 when they occur. In this manner, the device manager can drive program costs down over time for insurance carriers.
  • Mobile Network Management 516
  • Providing mobile network management can include establishing mobile network connectivity with various mobile service providers, for example, phone and data, carriers to ensure successful data transmission from devices 104 through the network 108. The network manager may also assess data transport to/from devices 104 and return unacceptable transmissions, establish gateway services for data transfer from mobile carriers to gateway 106, and ensure reliability of data through QOS processes. Data transmission cost from devices 104 can also be managed through the employment of techniques such as program specific reporting profiles, data cleansing, event driven burst transmissions, and data compression to ensure that only relevant data is transmitted as efficiently as possible.
  • Transaction Management 518
  • Providing transaction management may include integration of items of information from the telematics or mobile device 104 associated with a vehicle 102 to a carrier's systems for insurance program management and the return of items of information for communication via the device 104, based on customized program rules.
  • Insurance transactions managed by the data integration and communications hub 210 may include, for example: device 104 installation for program enrollment; policy and participation changes; rate changes; actuarial analysis, risk assessment, and data modeling; loss reporting, accident alerts, and claims management; customer 220 education and other game-based interactions. These transactions can be processed in real-time, batch mode, or with delayed effective dates.
  • Processes supported by the integration and communications hub 210 may include, for example: acquiring, synchronizing, and loading raw, real-time or near real-time, data from a wide range of telematics or mobile devices 104 into the data integration and communications hub 210; cleaning, verifying, de-duping, and enriching data; a rules-based, carrier-branded communications system that can deliver customized messages to the customer 220 and that can create diarized activities for follow-up; carriers that have the ability to manage customer 220 transactions across disparate internal systems, including mainframe and web-based systems for policy service, claims, and analysis; and accessing data through a single sign-on, rules-based portal available to carriers, customers 220, agents, fleet managers, etc.
  • Quality of Service (QOS) 520
  • Providing QOS can include a method for determining the likelihood that a packet of information transmitted by OBD II or other telematics devices 104 meets user requirements for accuracy, reliability, and quality of data, and that is suitable for implementation and modification of a UBI or self-insurance program. Additionally, methods may be established for determining when and how to display data to each constituent, including policyholders (e.g., customers 220), insurance actuaries, and insurance carrier personnel, such as, for example, customer service staff.
  • For example, after data aggregation and normalization, each packet of information can be subjected to rules/algorithms for accuracy, reasonability, and fraud detection. Data may be labeled, for example, as Ideal, Flagged with Explanation, or Flagged Unreliable. Further rules can determine how data is displayed, for example, as received, as corrected and displayed with minor modifications, as retained and flagged as questionable, or as retained and flagged as unreliable. More detail is provided in U.S. application Ser. No. 13/839,681, incorporated by reference herein in full.
  • Rules can exist for a wide range of conditions, including, for example: Point-to-point travel—using GPS coordinates, QOS can determine, for example, whether a vehicle 102 traveled in a forward direction and/or whether it could reasonably have covered a certain distance within an elapsed time; Prior and current trips—comparing packets that were sent earlier, QOS can assess the reasonableness of the current location and current trip vis-à-vis a prior trip and prior location; Vehicle 102/Device 104 mismatch—QOS can compare the device 104 registered to the vehicle 102 enrolled in the program or insured by the carrier, retain data from mismatched vehicles 102/devices 104, and subject the data to other QOS processes, including, for example, reporting the mismatch to the carrier for further action; Tampering/Disruption of signal—QOS can compare the date and time of prior packets as well as current and prior global positioning system (GPS) coordinates to find gaps in data transmission that may indicate a malfunctioning or unplugged device 104, and if unplugged, QOS can report the interval since the last transmission, distance traveled, and frequency of occurrence; and Accelerometer data—the QOS algorithm can use multiple data packets to calculate metrics, for example, for cornering and braking. QOS processes can evaluate the reliability of the data before and after the calculations.
  • The QOS process can be based on various algorithms and analysis of data readings, ensuring quality of information, including, for example: GPS fix (2D or 3D); horizontal dilution of precision (HDOP) (positional accuracy); device 104 status; missing latitude and/or longitude; vehicle 102 idle; time, including, for example, whether valid, not valid, altered, etc.; GPS location comparison to previous reading, including, for example, duplicate, distance discrepancy, etc.; GPS speed, including, for example, whether correct, excessive, etc.; display in user interface (including, e.g., display_cloud=group with other locations, display_hide=do not use); etc.
  • FIG. 6 shows an exemplary screenshot 600 from an exemplary QOS system showing various QOS attributes. FIG. 7 shows an exemplary screenshot 700 from an exemplary QOS system showing occurrences of various QOS flags.
  • QOS may also include mobile network monitoring and automation of SIM card logistics. QOS can utilize a portal application to manage SIM cards and monitor network QOS. This can include, for example, providing the following functionality: Subscriber Identity Module (SIM) status; Application Programming Interface (API) integration; activate, suspend, and deactivate SIM's; monitor usage details, including, for example, packet data, Short Message Service (SMS), etc.; and network alerts and reports. FIG. 8 shows an exemplary screenshot 800 from an exemplary Mobile Network Portal, as part of a QOS system, showing various attributes of aggregated traffic data.
  • Data Management 522
  • Providing data management can include managing the use of information, for example, from the integration and communications hub 210. Data can be used by various systems, including, for example, insurance carrier systems and the UBI system itself. Data management can include, for example, data capture, data storage, and data analysis capabilities that can meet an insurance carrier's customer 220 experience and product development requirements initially and over time. The integrity of data captured after the QOS process can allow more granular event determination and iterative learning that facilitates finer segmentation.
  • Providing data management can include both infrastructure and products. Regarding infrastructure, data management can include, for example: data storage, scaling, and security; real time and batch feeds; reliability in the network 108 and applications; and data integrity. Regarding products, data management can include: data reliability and availability; rating, pricing, and underwriting variables, including, for example, speed, engine revolutions-per-minute (RPM), and location; vehicle 102 operations and dispatch, for example, for claims, fraud detection, etc.; analysis and categorization of events within a trip; data collection, aggregation, and normalization; transactional integrity of data and implementation of scoring; data augmentation and/or improvement, including, for example, weather, traffic, road surface, etc.; integration of policyholder underwriting and claims data; and First Notice of Loss (FNOL) algorithms may be developed from event data within a trip. For example, a hard braking event (e.g., a deceleration as measured by a device 104) above a certain threshold could be used to document a vehicle 102 accident by use of algorithms, such that the data is provided from the transaction manager to the insurance carrier's claims systems before the customer 220 notifies the carrier. FNOL may also be used for proactive incident response. For example, thresholds can be set at a level (e.g., 4G) that will minimize false positives, but alert based on events with a high probability of loss. More detail is provided in the following patent applications: U.S. application Ser. No. 13/835,381, U.S. application Ser. No. 13/837,955, U.S. application Ser. No. 13/839,681, and U.S. application Ser. No. 13/841,203, which are incorporated by reference herein in full.
  • Carrier Center 524
  • Providing a carrier center can include, for example, providing a cloud-based business management application that can provide, for example, immediate role and/or permission directed access for customer management, reporting, data access, etc. The carrier center may be configured to allow a customer service representative (CSR) to handle all account management functions on behalf of the customer 220 without interfacing with the carrier's policy management system, allowing the carrier center to be the primary management system for UBI transactions. Exemplary transactions can include, for example, customer management, device inventory management, bill reconciliation, management reports, and data access. The carrier system interface 274 (e.g., as shown in FIG. 2 b) may be part of or include an application, such as, for example, the Evogi Carrier Center.
  • Customer management transactions can include, for example, customer set-up (see also the customer center, described in more detail below), vehicle 102 set-up, logistics around order entry and device 104 fulfillment (see, e.g., FIG. 12 showing a partial process map for order fulfillment) and return, and case management (see, e.g., FIG. 13 showing a process map for support case management with escalation).
  • Management report transactions can include, for example: a configurable dashboard; loss control, claims and underwriting reports; quotes and sales; vehicles 102; and cases. Data access transactions can include, for example, key performance indicator (KPI) reports and data downloads.
  • Level 1-3 technical support may be provided for the carrier center and systems as well as the telematics environment.
  • FIG. 9 shows an exemplary screenshot 900 from an exemplary carrier center application, showing various attributes, including KPIs. Additional screenshots are included in the Appendix.
  • Customer Center 526
  • Providing a customer center can include providing a configurable, white label customer service solution, such as, for example, The Evogi Group's Customer Center, for allowing customers 220 to access information about a UBI product. FIG. 10 shows an exemplary screenshot 1000 from an exemplary customer center application. For example, the customer center can include: a Software as a Service (SaaS) customer center that can be private labeled or branded by a carrier or risk manager; seamless and transparent integration with a carrier's existing online or mobile platform, with functionality that can manage on-boarding (e.g., organizational socialization) and ongoing communications about UBI products; personalized account and password management and reporting for each customer 220; and frequently asked questions (FAQs) and support information to speed implementation and promote customer self sufficiency. As mentioned above, the customer interface 270 (e.g., as shown in FIG. 2 b) may be part of or include the Evogi Customer Center.
  • Additional functionality may be configured by a carrier and delivered via the customer center, including, for example: single sign-on for the carrier's existing system that may allow connection to the UBI customer center; presentation and acceptance of privacy policy and terms of use upon initial login; customer's 220 online acknowledgement and/or acceptance of data capture and use for insurance products; communication system that can deliver targeted, real-time messages about driving behavior, vehicle 102 performance, insurance rates and discounts, game and community results, etc., via, for example, online or text messages; integration with a gamification platform for providing game-based interactions; dashboard that can give the customer 220 an overview of their driving behavior and vehicle score for all vehicles 102; detailed historical view of driving behavior and metrics that can be coupled with driving behavior management reporting and tools associated with UBI products; integration point with carrier center for support services; value-add and location-based services, such as, for example, roadside assist, teen and senior driver monitoring and/or management; and integrated smart-phone applications. FIG. 11 shows an exemplary screenshot 1100 from an exemplary customer center application showing exemplary vehicle 102 scoring and driving behavior feedback.
  • Rate Filing Preparation 528
  • Providing rate filing preparation for insurance department approvals can include, for example, providing: initial data analysis and preparation of a driver score; completion of initial filing; and ongoing analysis and filings based on inbound data from an active UBI program.
  • Transactional Vehicle Scoring 530
  • Providing transactional vehicle scoring can include, for example: managing the transactional integrity of data; and implementation of a scoring model. Development of a vehicle score can include managing the transactional integrity of data, data preparation, analysis, and modeling. Data may include device 104 data only or may be enhanced with a carrier's historical or actual loss experience. Aggregate data from external sources may be used to augment data modeling efforts.
  • The exemplary PaaS implementation process 500, as shown in FIG. 5, and the exemplary platform 260, as shown in FIG. 2 b, may utilize certain technologies for implementation. For example, the implementation process 500 and the platform 260 may include: an end-to-end solution that may include, for example, hardware, firmware, mobile networks, gateways, software stacks, various applications, etc.; multiple applications, including, for example, for consumer, carrier, and actuarial processes; multiple policy holder product applications, including, for example, for UBI, teen/senior, commercial, etc.; measured quality of data (QOD) and with feeds to actuarial processes; highly scalable SaaS solutions that can run in a cloud environment; and data security and privacy solutions.
  • In addition, the implementation process 500 and the platform 260 may include a state-of-the-art applications environment. For example, particular environments may include, for example: development; OS X and Linux Ubuntu; browser compatibility test; virtual machines (VM) provided, for example, by SauceLabs (e.g., Scout); automated browser compatibility; Mongotest; test/staging; 64 bit Ubuntu 10.04.3 Amazon Web Services (AWS) Instance; production; and 64 bit Ubuntu 10.04.3 AWS Instance.
  • Backup processes may include, for example, automated cron jobs that can do complete relational and document database backups nightly and backups can be stored in Amazon S3. Data recovery processes may include, for example: databases that can be backed-up nightly; backups that can be done more frequently since data import may be trivial; total recovery from data not backed up on S3 may not be completely clean, but may be possible; and multiple levels of buffering.
  • Health monitoring may include, for example; employing third party software (e.g., ICINGA) to monitor development, model office, staging, and production servers; monitoring processes, log staleness, and server responsiveness (periodic ping); monitoring frequency of messages received from devices 104, trips generated, readings processed, and messages put on queue; monitoring the middleware, databases, and Java memory usage via Java Management Extensions (JMX) hook; and monitoring overall server resources, including, for example, memory usage, disk storage, CPU usage, and network throughput.
  • The systems architecture associated with the implementation process 500 and the platform 260 may include non-functional attributes and/or features, such as, for example: scalability; reliability; no single point of failure; device 104 agnostic; network agnostic; RESTful; no vendor lock-in; maintainable and modular; and transparency, including, for example, for developer, system status, and diagnostics.
  • In addition to the embodiments above that include an exemplary UBI environment, the application is also well suited for other applications, including, for example, fleet management for commercial auto insurers and self-insurers. In these embodiments, certain parameters of the platform may be focused differently, such as, for example, the interfaces and scoring. However, a PaaS with the capability to track certain metrics, for example, associated with driver behavior and vehicles, for feedback and analysis may be very useful, for example, to determine and minimize risk.
  • FIG. 14 includes an exemplary depiction of exemplary communication protocols and exemplary devices containing the exemplary insurance platform 200′, platform 260, and/or providing the PaaS implementation process 500. The devices can include the means for executing logic associated with the insurance platform 200′, platform 260, and/or providing the PaaS implementation process 500, and their associated applications. The platform and/or its associated applications may be accessed and/or stored via a variety of computing devices 1610, including, e.g., wired devices 1620 (e.g., desktop computers) and mobile devices 1630 (e.g., smartphones and tablets), kiosks, or any other device capable of hosting or presenting the platform and/or its associated applications to a user with a display and input mechanism. The platform and/or its associated applications may be stored in the memory 1640 of a device and processed by a Central Processing Unit (CPU) 1650. The platform and/or its associated applications and/or their associated logic may be stored and accessed via the same device, stored remotely in a first device and accessed via a different second device, or any other combination thereof. The platform and/or its associated applications may be stored in local or remote memory (e.g., of a server 1660), and accessible directly or via a network 1670 (e.g., over the internet 1680). The platform and/or its associated applications may also be a web-based application accessible via the internet 1680. A database associated with the platform and/or its associated applications may be located in the same or different memory location than the platform and/or its associated applications. Similarly, a database associated with the platform and/or its associated applications may be accessed the same way or differently than the platform and/or its associated applications.
  • While the present invention has been illustrated by the description of embodiments thereof, and while the embodiments have been described in some detail, it is not the intention of the applicant to restrict or in any way limit the scope of the appended claims to such detail. Additional advantages and modifications will readily appear to those skilled in the art. Therefore, the invention in its broader aspects is not limited to the specific details, representative apparatus and methods, and illustrative examples shown and described. Accordingly, departures may be made from such details without departing from the spirit or scope of the applicant's general inventive concept.

Claims (32)

The following is claimed:
1. A method of providing a platform for a driving performance application, comprising:
receiving data associated with driving performance;
comparing the data to a driving performance standard;
calculating a score associated with the driving performance; and
reporting the score to at least one user.
2. The method of claim 1, wherein receiving the data associated with driving performance comprises receiving data from a device associated with a vehicle.
3. The method of claim 2, wherein the vehicle is associated with the user.
4. The method of claim 1, further comprising determining a vehicle identification number associated with the vehicle.
5. The method of claim 1, further comprising evaluating the data with an actuarial process.
6. The method of claim 5, further comprising sending the data to the actuarial process.
7. The method of claim 5, further comprising sending historical data to the actuarial process.
8. The method of claim 5, further comprising sending individual data to the actuarial process.
9. The method of claim 5, further comprising determining an actuarial value associated with the data.
10. The method of claim 9, further comprising combining the data with the historical data or the individual data to determine the actuarial value.
11. The method of claim 9, further comprising combining the score with the actuarial value.
12. The method of claim 5, wherein sending the data to the actuarial process comprises an actuarial system interface communicating with the actuarial process, and wherein the actuarial process is associated with the at least one user.
13. The method of claim 1, further comprising providing an insurance rate to a customer, wherein the insurance rate is based on the score.
14. The method of claim 13, wherein providing the insurance rate to the customer is via a customer interface of the platform.
15. The method of claim 1, wherein the user is at least one of an insurance carrier, a fleet manager, and a self-insurer.
16. The method of claim 1, further comprising reporting the data to a customer, wherein the driving performance is associated with the customer.
17. The method of claim 16, wherein reporting the data to the customer comprises providing the data to a customer interface application.
18. The method of claim 1, wherein reporting the score to the at least one user comprises sending the score from a carrier system interface to a carrier system associated with the at least one user.
19. The method of claim 1, wherein calculating the score comprises analyzing aggregate data associated with a plurality of data capturing device types.
20. The method of claim 1, wherein the platform is customizable to interface with at least one native system of a user to receive data or report the score.
21. The method of claim 1, further comprising interfacing with a gamification platform, and wherein reporting the score comprises a game-based interaction.
22. The method of claim 1, further comprising providing a data capturing device to capture the data from a vehicle.
23. A method of providing a platform for a driving performance application, comprising:
receiving data associated with driving performance of a vehicle, wherein the vehicle is associated with a client of the platform;
analyzing the data to determine a measure of driving performance; and
reporting the measure of driving performance to the client.
24. The method of claim 23, wherein reporting the measure of driving performance to the client comprises providing the measure of driving performance to a client interface.
25. The method of claim 23, further comprising communicating with an actuarial process, wherein the actuarial process is associated with the client.
26. The method of claim 25, wherein analyzing the data to determine the measure of driving performance comprises receiving actuarial data from the actuarial process.
27. The method of claim 23, wherein the platform interfaces with a native client system.
28. The method of claim 23, further comprising reporting the data to a customer of the client, wherein the driving performance is associated with the customer.
29. The method of claim 28, wherein reporting the data to the customer comprises providing the data to a customer interface application.
30. A platform for a driving performance product, comprising:
a computer system, comprising a memory and a processor, wherein the memory comprises a driving performance product application, and wherein the driving performance product application comprises logic for:
receiving data associated with driving performance;
comparing the data to a driving performance standard;
calculating a score associated with the driving performance; and
reporting the score to at least one user.
31. A computer readable medium comprising a driving performance product application, wherein the driving performance product application comprises logic for:
receiving data associated with driving performance;
comparing the data to a driving performance standard;
calculating a score associated with the driving performance; and
reporting the score to at least one user.
32. A platform for a driving performance product, comprising:
means for receiving data associated with driving performance;
means for comparing the data to a driving performance standard;
means for calculating a score associated with the driving performance; and
means for reporting the score to at least one user
US13/841,787 2012-10-03 2013-03-15 Systems and methods for providing a driving performance platform Abandoned US20140095214A1 (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
US13/841,787 US20140095214A1 (en) 2012-10-03 2013-03-15 Systems and methods for providing a driving performance platform

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US201261744755P 2012-10-03 2012-10-03
US201361762547P 2013-02-08 2013-02-08
US13/841,787 US20140095214A1 (en) 2012-10-03 2013-03-15 Systems and methods for providing a driving performance platform

Publications (1)

Publication Number Publication Date
US20140095214A1 true US20140095214A1 (en) 2014-04-03

Family

ID=50386046

Family Applications (1)

Application Number Title Priority Date Filing Date
US13/841,787 Abandoned US20140095214A1 (en) 2012-10-03 2013-03-15 Systems and methods for providing a driving performance platform

Country Status (1)

Country Link
US (1) US20140095214A1 (en)

Cited By (75)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20140379385A1 (en) * 2013-06-24 2014-12-25 Elwha, Llc System and method for monitoring driving to determine an insurance property
US20150242953A1 (en) * 2014-02-25 2015-08-27 State Farm Mutual Automobile Insurance Company Systems and methods for generating data that is representative of an insurance policy for an autonomous vehicle
WO2016054200A1 (en) * 2014-10-01 2016-04-07 Continental Intelligenttransportation Systems, Llc A geo-proximity vehicle alert and access system for security and package exchange efficiency
US9361599B1 (en) * 2015-01-28 2016-06-07 Allstate Insurance Company Risk unit based policies
US9390452B1 (en) 2015-01-28 2016-07-12 Allstate Insurance Company Risk unit based policies
US20160225035A1 (en) * 2015-01-31 2016-08-04 Foribus, LLC. Vehicle valuation system and method
US20160232721A1 (en) * 2015-02-11 2016-08-11 Accenture Global Services Limited Integrated fleet vehicle management system
US9481367B1 (en) 2015-10-14 2016-11-01 International Business Machines Corporation Automated control of interactions between self-driving vehicles and animals
US9481366B1 (en) 2015-08-19 2016-11-01 International Business Machines Corporation Automated control of interactions between self-driving vehicles and animals
US9483948B1 (en) 2015-08-07 2016-11-01 International Business Machines Corporation Automated control of interactions between self-driving vehicles and pedestrians
US9513632B1 (en) 2015-09-16 2016-12-06 International Business Machines Corporation Driving mode alerts from self-driving vehicles
EP3106342A1 (en) 2015-06-19 2016-12-21 Seat, S.A. Method for the presentation of information relating to the accomplishment of an objective in an operation of driving a vehicle
US9537914B1 (en) * 2015-12-01 2017-01-03 International Business Machines Corporation Vehicle domain multi-level parallel buffering and context-based streaming data pre-processing system
US20170031026A1 (en) * 2015-07-31 2017-02-02 Verizon Patent And Licensing Inc. Methods and Systems for Detecting Potential Interference with a Tracking Device Associated with a Vehicle
US20170038773A1 (en) * 2015-08-07 2017-02-09 International Business Machines Corporation Controlling Driving Modes of Self-Driving Vehicles
US9566986B1 (en) 2015-09-25 2017-02-14 International Business Machines Corporation Controlling driving modes of self-driving vehicles
US9646428B1 (en) 2014-05-20 2017-05-09 State Farm Mutual Automobile Insurance Company Accident response using autonomous vehicle monitoring
US9721397B2 (en) 2015-08-11 2017-08-01 International Business Machines Corporation Automatic toll booth interaction with self-driving vehicles
US9718471B2 (en) 2015-08-18 2017-08-01 International Business Machines Corporation Automated spatial separation of self-driving vehicles from manually operated vehicles
US9731726B2 (en) 2015-09-02 2017-08-15 International Business Machines Corporation Redirecting self-driving vehicles to a product provider based on physiological states of occupants of the self-driving vehicles
US9751532B2 (en) 2015-10-27 2017-09-05 International Business Machines Corporation Controlling spacing of self-driving vehicles based on social network relationships
US9786154B1 (en) 2014-07-21 2017-10-10 State Farm Mutual Automobile Insurance Company Methods of facilitating emergency assistance
US9791861B2 (en) 2015-11-12 2017-10-17 International Business Machines Corporation Autonomously servicing self-driving vehicles
US9805601B1 (en) 2015-08-28 2017-10-31 State Farm Mutual Automobile Insurance Company Vehicular traffic alerts for avoidance of abnormal traffic conditions
US9836973B2 (en) 2016-01-27 2017-12-05 International Business Machines Corporation Selectively controlling a self-driving vehicle's access to a roadway
US9834224B2 (en) 2015-10-15 2017-12-05 International Business Machines Corporation Controlling driving modes of self-driving vehicles
US9869560B2 (en) 2015-07-31 2018-01-16 International Business Machines Corporation Self-driving vehicle's response to a proximate emergency vehicle
US9896100B2 (en) 2015-08-24 2018-02-20 International Business Machines Corporation Automated spatial separation of self-driving vehicles from other vehicles based on occupant preferences
US9940834B1 (en) 2016-01-22 2018-04-10 State Farm Mutual Automobile Insurance Company Autonomous vehicle application
US9944291B2 (en) 2015-10-27 2018-04-17 International Business Machines Corporation Controlling driving modes of self-driving vehicles
US9972054B1 (en) 2014-05-20 2018-05-15 State Farm Mutual Automobile Insurance Company Accident fault determination for autonomous vehicles
US10042359B1 (en) 2016-01-22 2018-08-07 State Farm Mutual Automobile Insurance Company Autonomous vehicle refueling
US10061326B2 (en) 2015-12-09 2018-08-28 International Business Machines Corporation Mishap amelioration based on second-order sensing by a self-driving vehicle
US10093322B2 (en) 2016-09-15 2018-10-09 International Business Machines Corporation Automatically providing explanations for actions taken by a self-driving vehicle
US10134278B1 (en) 2016-01-22 2018-11-20 State Farm Mutual Automobile Insurance Company Autonomous vehicle application
US20180336640A1 (en) * 2017-05-22 2018-11-22 Insurance Zebra Inc. Rate analyzer models and user interfaces
US10152060B2 (en) 2017-03-08 2018-12-11 International Business Machines Corporation Protecting contents of a smart vault being transported by a self-driving vehicle
US10157423B1 (en) 2014-11-13 2018-12-18 State Farm Mutual Automobile Insurance Company Autonomous vehicle operating style and mode monitoring
US10176525B2 (en) 2015-11-09 2019-01-08 International Business Machines Corporation Dynamically adjusting insurance policy parameters for a self-driving vehicle
US10231084B2 (en) 2015-08-14 2019-03-12 Aeris Communications, Inc. System and method for monitoring devices relative to a learned geographic area
US10259452B2 (en) 2017-01-04 2019-04-16 International Business Machines Corporation Self-driving vehicle collision management system
US10311045B2 (en) 2015-01-26 2019-06-04 Microsoft Technology Licensing, Llc Aggregation/evaluation of heterogenic time series data
US10324463B1 (en) 2016-01-22 2019-06-18 State Farm Mutual Automobile Insurance Company Autonomous vehicle operation adjustment based upon route
US10363893B2 (en) 2017-01-05 2019-07-30 International Business Machines Corporation Self-driving vehicle contextual lock control system
US10373259B1 (en) 2014-05-20 2019-08-06 State Farm Mutual Automobile Insurance Company Fully autonomous vehicle insurance pricing
US10389604B2 (en) * 2015-09-22 2019-08-20 Veniam, Inc. Systems and methods for the context-aware calculation of the quality of a service provided by a transportation fleet in a network of moving things
US10395332B1 (en) 2016-01-22 2019-08-27 State Farm Mutual Automobile Insurance Company Coordinated autonomous vehicle automatic area scanning
US10437575B2 (en) 2015-08-14 2019-10-08 Aeris Communications, Inc. Aercloud application express and aercloud application express launcher
US10529147B2 (en) 2017-01-05 2020-01-07 International Business Machines Corporation Self-driving vehicle road safety flare deploying system
US10599155B1 (en) 2014-05-20 2020-03-24 State Farm Mutual Automobile Insurance Company Autonomous vehicle operation feature monitoring and evaluation of effectiveness
US10607293B2 (en) 2015-10-30 2020-03-31 International Business Machines Corporation Automated insurance toggling for self-driving vehicles
US10643256B2 (en) 2016-09-16 2020-05-05 International Business Machines Corporation Configuring a self-driving vehicle for charitable donations pickup and delivery
US10648823B2 (en) 2017-06-22 2020-05-12 Aeris Communications, Inc. Learning common routes and automatic geofencing in fleet management
US10672078B1 (en) * 2014-05-19 2020-06-02 Allstate Insurance Company Scoring of insurance data
US10685391B2 (en) 2016-05-24 2020-06-16 International Business Machines Corporation Directing movement of a self-driving vehicle based on sales activity
US10735904B2 (en) 2017-06-22 2020-08-04 Aeris Communications, Inc. System and method for monitoring location and activity of devices
US10750312B2 (en) 2015-08-14 2020-08-18 Aeris Communications, Inc. System and method for monitoring devices relative to a user defined geographic area
US10755566B2 (en) 2014-12-02 2020-08-25 Here Global B.V. Method and apparatus for determining location-based vehicle behavior
US10817950B1 (en) 2015-01-28 2020-10-27 Arity International Limited Usage-based policies
US10832336B2 (en) * 2017-05-22 2020-11-10 Insurance Zebra Inc. Using simulated consumer profiles to form calibration data for models
US10846799B2 (en) 2015-01-28 2020-11-24 Arity International Limited Interactive dashboard display
US10850731B2 (en) * 2016-11-07 2020-12-01 Swiss Reinsurance Company Ltd. Apparatus and method for automated traffic and driving pattern recognition and location-dependent measurement of absolute and/or relative risk probabilities for car accidents
US20210082055A1 (en) * 2019-09-17 2021-03-18 TranSharpe Solutions, LLC Method and apparatus for insurance management system
US20210118078A1 (en) * 2018-06-21 2021-04-22 Beijing Didi Infinity Technology And Development Co., Ltd. Systems and methods for determining potential malicious event
US20210217095A1 (en) * 2020-01-14 2021-07-15 Allstate Insurance Company Distributed processing to provide transparency in rate determination
US11132636B2 (en) 2017-06-22 2021-09-28 Aeris Communications, Inc. System and method for monitoring and sharing location and activity of devices
US11242051B1 (en) 2016-01-22 2022-02-08 State Farm Mutual Automobile Insurance Company Autonomous vehicle action communications
US11443381B2 (en) 2017-12-04 2022-09-13 Allstate Insurance Company Multicomputer processing of user data with centralized event control
US11441916B1 (en) 2016-01-22 2022-09-13 State Farm Mutual Automobile Insurance Company Autonomous vehicle trip routing
US11449950B2 (en) 2021-02-19 2022-09-20 Allstate Insurance Company Data processing systems with machine learning engines for dynamically generating risk index dashboards
US11544791B1 (en) 2019-08-28 2023-01-03 State Farm Mutual Automobile Insurance Company Systems and methods for generating mobility insurance products using ride-sharing telematics data
US11627195B2 (en) 2017-06-22 2023-04-11 Aeris Communications, Inc. Issuing alerts for IoT devices
US11669090B2 (en) 2014-05-20 2023-06-06 State Farm Mutual Automobile Insurance Company Autonomous vehicle operation feature monitoring and evaluation of effectiveness
US11719545B2 (en) 2016-01-22 2023-08-08 Hyundai Motor Company Autonomous vehicle component damage and salvage assessment
US11769206B1 (en) 2020-01-28 2023-09-26 State Farm Mutual Automobile Insurance Company Transportation analytics systems and methods using a mobility device embedded within a vehicle

Citations (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20020111725A1 (en) * 2000-07-17 2002-08-15 Burge John R. Method and apparatus for risk-related use of vehicle communication system data
US20100030582A1 (en) * 2008-07-29 2010-02-04 Rippel Steven P Centrally maintained portable driving score
US20120158436A1 (en) * 1996-01-29 2012-06-21 Alan Rex Bauer Monitoring system for determining and communicating a cost of insurance
US8311858B2 (en) * 1996-01-29 2012-11-13 Progressive Casualty Insurance Company Vehicle monitoring system
US20130046562A1 (en) * 2009-11-06 2013-02-21 Jeffrey Taylor Method for gathering, processing, and analyzing data to determine the risk associated with driving behavior
US20130179198A1 (en) * 2011-06-29 2013-07-11 State Farm Mutual Automobile Insurance Company Methods to Determine a Vehicle Insurance Premium Based on Vehicle Operation Data Collected Via a Mobile Device
US8606512B1 (en) * 2007-05-10 2013-12-10 Allstate Insurance Company Route risk mitigation

Patent Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20120158436A1 (en) * 1996-01-29 2012-06-21 Alan Rex Bauer Monitoring system for determining and communicating a cost of insurance
US8311858B2 (en) * 1996-01-29 2012-11-13 Progressive Casualty Insurance Company Vehicle monitoring system
US20130013348A1 (en) * 1996-01-29 2013-01-10 Progressive Casualty Insurance Company Vehicle Monitoring System
US20020111725A1 (en) * 2000-07-17 2002-08-15 Burge John R. Method and apparatus for risk-related use of vehicle communication system data
US8606512B1 (en) * 2007-05-10 2013-12-10 Allstate Insurance Company Route risk mitigation
US20100030582A1 (en) * 2008-07-29 2010-02-04 Rippel Steven P Centrally maintained portable driving score
US20130046562A1 (en) * 2009-11-06 2013-02-21 Jeffrey Taylor Method for gathering, processing, and analyzing data to determine the risk associated with driving behavior
US20130179198A1 (en) * 2011-06-29 2013-07-11 State Farm Mutual Automobile Insurance Company Methods to Determine a Vehicle Insurance Premium Based on Vehicle Operation Data Collected Via a Mobile Device

Cited By (255)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20140379385A1 (en) * 2013-06-24 2014-12-25 Elwha, Llc System and method for monitoring driving to determine an insurance property
US10380693B2 (en) * 2014-02-25 2019-08-13 State Farm Mutual Automobile Insurance Company Systems and methods for generating data that is representative of an insurance policy for an autonomous vehicle
US20150242953A1 (en) * 2014-02-25 2015-08-27 State Farm Mutual Automobile Insurance Company Systems and methods for generating data that is representative of an insurance policy for an autonomous vehicle
US10672078B1 (en) * 2014-05-19 2020-06-02 Allstate Insurance Company Scoring of insurance data
US11080794B2 (en) 2014-05-20 2021-08-03 State Farm Mutual Automobile Insurance Company Autonomous vehicle technology effectiveness determination for insurance pricing
US10373259B1 (en) 2014-05-20 2019-08-06 State Farm Mutual Automobile Insurance Company Fully autonomous vehicle insurance pricing
US11023629B1 (en) 2014-05-20 2021-06-01 State Farm Mutual Automobile Insurance Company Autonomous vehicle operation feature evaluation
US11386501B1 (en) 2014-05-20 2022-07-12 State Farm Mutual Automobile Insurance Company Accident fault determination for autonomous vehicles
US11436685B1 (en) 2014-05-20 2022-09-06 State Farm Mutual Automobile Insurance Company Fault determination with autonomous feature use monitoring
US11669090B2 (en) 2014-05-20 2023-06-06 State Farm Mutual Automobile Insurance Company Autonomous vehicle operation feature monitoring and evaluation of effectiveness
US10185997B1 (en) 2014-05-20 2019-01-22 State Farm Mutual Automobile Insurance Company Accident fault determination for autonomous vehicles
US11062396B1 (en) 2014-05-20 2021-07-13 State Farm Mutual Automobile Insurance Company Determining autonomous vehicle technology performance for insurance pricing and offering
US10748218B2 (en) 2014-05-20 2020-08-18 State Farm Mutual Automobile Insurance Company Autonomous vehicle technology effectiveness determination for insurance pricing
US10089693B1 (en) 2014-05-20 2018-10-02 State Farm Mutual Automobile Insurance Company Fully autonomous vehicle insurance pricing
US10726498B1 (en) 2014-05-20 2020-07-28 State Farm Mutual Automobile Insurance Company Accident fault determination for autonomous vehicles
US10726499B1 (en) 2014-05-20 2020-07-28 State Farm Mutual Automoible Insurance Company Accident fault determination for autonomous vehicles
US10719886B1 (en) 2014-05-20 2020-07-21 State Farm Mutual Automobile Insurance Company Accident fault determination for autonomous vehicles
US9646428B1 (en) 2014-05-20 2017-05-09 State Farm Mutual Automobile Insurance Company Accident response using autonomous vehicle monitoring
US9715711B1 (en) * 2014-05-20 2017-07-25 State Farm Mutual Automobile Insurance Company Autonomous vehicle insurance pricing and offering based upon accident risk
US10719885B1 (en) 2014-05-20 2020-07-21 State Farm Mutual Automobile Insurance Company Autonomous feature use monitoring and insurance pricing
US11869092B2 (en) 2014-05-20 2024-01-09 State Farm Mutual Automobile Insurance Company Autonomous vehicle operation feature monitoring and evaluation of effectiveness
US10223479B1 (en) 2014-05-20 2019-03-05 State Farm Mutual Automobile Insurance Company Autonomous vehicle operation feature evaluation
US10055794B1 (en) 2014-05-20 2018-08-21 State Farm Mutual Automobile Insurance Company Determining autonomous vehicle technology performance for insurance pricing and offering
US11288751B1 (en) 2014-05-20 2022-03-29 State Farm Mutual Automobile Insurance Company Autonomous vehicle operation feature monitoring and evaluation of effectiveness
US11010840B1 (en) 2014-05-20 2021-05-18 State Farm Mutual Automobile Insurance Company Fault determination with autonomous feature use monitoring
US9754325B1 (en) 2014-05-20 2017-09-05 State Farm Mutual Automobile Insurance Company Autonomous vehicle operation feature monitoring and evaluation of effectiveness
US9767516B1 (en) 2014-05-20 2017-09-19 State Farm Mutual Automobile Insurance Company Driver feedback alerts based upon monitoring use of autonomous vehicle
US10026130B1 (en) 2014-05-20 2018-07-17 State Farm Mutual Automobile Insurance Company Autonomous vehicle collision risk assessment
US11282143B1 (en) 2014-05-20 2022-03-22 State Farm Mutual Automobile Insurance Company Fully autonomous vehicle insurance pricing
US10354330B1 (en) 2014-05-20 2019-07-16 State Farm Mutual Automobile Insurance Company Autonomous feature use monitoring and insurance pricing
US10599155B1 (en) 2014-05-20 2020-03-24 State Farm Mutual Automobile Insurance Company Autonomous vehicle operation feature monitoring and evaluation of effectiveness
US9792656B1 (en) 2014-05-20 2017-10-17 State Farm Mutual Automobile Insurance Company Fault determination with autonomous feature use monitoring
US10185998B1 (en) 2014-05-20 2019-01-22 State Farm Mutual Automobile Insurance Company Accident fault determination for autonomous vehicles
US11710188B2 (en) 2014-05-20 2023-07-25 State Farm Mutual Automobile Insurance Company Autonomous communication feature use and insurance pricing
US9972054B1 (en) 2014-05-20 2018-05-15 State Farm Mutual Automobile Insurance Company Accident fault determination for autonomous vehicles
US10529027B1 (en) * 2014-05-20 2020-01-07 State Farm Mutual Automobile Insurance Company Autonomous vehicle operation feature monitoring and evaluation of effectiveness
US10510123B1 (en) 2014-05-20 2019-12-17 State Farm Mutual Automobile Insurance Company Accident risk model determination using autonomous vehicle operating data
US9852475B1 (en) * 2014-05-20 2017-12-26 State Farm Mutual Automobile Insurance Company Accident risk model determination using autonomous vehicle operating data
US9858621B1 (en) * 2014-05-20 2018-01-02 State Farm Mutual Automobile Insurance Company Autonomous vehicle technology effectiveness determination for insurance pricing
US10504306B1 (en) 2014-05-20 2019-12-10 State Farm Mutual Automobile Insurance Company Accident response using autonomous vehicle monitoring
US11127086B2 (en) 2014-05-20 2021-09-21 State Farm Mutual Automobile Insurance Company Accident fault determination for autonomous vehicles
US10963969B1 (en) 2014-05-20 2021-03-30 State Farm Mutual Automobile Insurance Company Autonomous communication feature use and insurance pricing
US11580604B1 (en) 2014-05-20 2023-02-14 State Farm Mutual Automobile Insurance Company Autonomous vehicle operation feature monitoring and evaluation of effectiveness
US10387962B1 (en) 2014-07-21 2019-08-20 State Farm Mutual Automobile Insurance Company Methods of reconstructing an accident scene using telematics data
US10832327B1 (en) 2014-07-21 2020-11-10 State Farm Mutual Automobile Insurance Company Methods of providing insurance savings based upon telematics and driving behavior identification
US11257163B1 (en) 2014-07-21 2022-02-22 State Farm Mutual Automobile Insurance Company Methods of pre-generating insurance claims
US11565654B2 (en) 2014-07-21 2023-01-31 State Farm Mutual Automobile Insurance Company Methods of providing insurance savings based upon telematics and driving behavior identification
US10974693B1 (en) 2014-07-21 2021-04-13 State Farm Mutual Automobile Insurance Company Methods of theft prevention or mitigation
US9783159B1 (en) 2014-07-21 2017-10-10 State Farm Mutual Automobile Insurance Company Methods of theft prevention or mitigation
US9786154B1 (en) 2014-07-21 2017-10-10 State Farm Mutual Automobile Insurance Company Methods of facilitating emergency assistance
US11634102B2 (en) 2014-07-21 2023-04-25 State Farm Mutual Automobile Insurance Company Methods of facilitating emergency assistance
US10540723B1 (en) 2014-07-21 2020-01-21 State Farm Mutual Automobile Insurance Company Methods of providing insurance savings based upon telematics and usage-based insurance
US10997849B1 (en) 2014-07-21 2021-05-04 State Farm Mutual Automobile Insurance Company Methods of facilitating emergency assistance
US10475127B1 (en) 2014-07-21 2019-11-12 State Farm Mutual Automobile Insurance Company Methods of providing insurance savings based upon telematics and insurance incentives
US11634103B2 (en) 2014-07-21 2023-04-25 State Farm Mutual Automobile Insurance Company Methods of facilitating emergency assistance
US10825326B1 (en) 2014-07-21 2020-11-03 State Farm Mutual Automobile Insurance Company Methods of facilitating emergency assistance
US11069221B1 (en) 2014-07-21 2021-07-20 State Farm Mutual Automobile Insurance Company Methods of facilitating emergency assistance
US11068995B1 (en) 2014-07-21 2021-07-20 State Farm Mutual Automobile Insurance Company Methods of reconstructing an accident scene using telematics data
US10723312B1 (en) 2014-07-21 2020-07-28 State Farm Mutual Automobile Insurance Company Methods of theft prevention or mitigation
US11030696B1 (en) 2014-07-21 2021-06-08 State Farm Mutual Automobile Insurance Company Methods of providing insurance savings based upon telematics and anonymous driver data
US10102587B1 (en) 2014-07-21 2018-10-16 State Farm Mutual Automobile Insurance Company Methods of pre-generating insurance claims
US9821768B2 (en) 2014-10-01 2017-11-21 Continental Intelligent Transportation Systems LLC Geo-proximity vehicle alert and access system for security and package exchange efficiency
CN107111948A (en) * 2014-10-01 2017-08-29 大陆智能交通系统有限责任公司 System is reminded and accessed to the geographic proximity vehicles for security and parcel exchange efficiency
WO2016054200A1 (en) * 2014-10-01 2016-04-07 Continental Intelligenttransportation Systems, Llc A geo-proximity vehicle alert and access system for security and package exchange efficiency
US11740885B1 (en) 2014-11-13 2023-08-29 State Farm Mutual Automobile Insurance Company Autonomous vehicle software version assessment
US11247670B1 (en) 2014-11-13 2022-02-15 State Farm Mutual Automobile Insurance Company Autonomous vehicle control assessment and selection
US11720968B1 (en) 2014-11-13 2023-08-08 State Farm Mutual Automobile Insurance Company Autonomous vehicle insurance based upon usage
US10157423B1 (en) 2014-11-13 2018-12-18 State Farm Mutual Automobile Insurance Company Autonomous vehicle operating style and mode monitoring
US11726763B2 (en) 2014-11-13 2023-08-15 State Farm Mutual Automobile Insurance Company Autonomous vehicle automatic parking
US11954482B2 (en) 2014-11-13 2024-04-09 State Farm Mutual Automobile Insurance Company Autonomous vehicle control assessment and selection
US10166994B1 (en) 2014-11-13 2019-01-01 State Farm Mutual Automobile Insurance Company Autonomous vehicle operating status assessment
US10940866B1 (en) 2014-11-13 2021-03-09 State Farm Mutual Automobile Insurance Company Autonomous vehicle operating status assessment
US11014567B1 (en) 2014-11-13 2021-05-25 State Farm Mutual Automobile Insurance Company Autonomous vehicle operator identification
US11494175B2 (en) 2014-11-13 2022-11-08 State Farm Mutual Automobile Insurance Company Autonomous vehicle operating status assessment
US10943303B1 (en) 2014-11-13 2021-03-09 State Farm Mutual Automobile Insurance Company Autonomous vehicle operating style and mode monitoring
US10821971B1 (en) 2014-11-13 2020-11-03 State Farm Mutual Automobile Insurance Company Autonomous vehicle automatic parking
US10824144B1 (en) 2014-11-13 2020-11-03 State Farm Mutual Automobile Insurance Company Autonomous vehicle control assessment and selection
US11500377B1 (en) 2014-11-13 2022-11-15 State Farm Mutual Automobile Insurance Company Autonomous vehicle control assessment and selection
US11127290B1 (en) 2014-11-13 2021-09-21 State Farm Mutual Automobile Insurance Company Autonomous vehicle infrastructure communication device
US10824415B1 (en) 2014-11-13 2020-11-03 State Farm Automobile Insurance Company Autonomous vehicle software version assessment
US10915965B1 (en) 2014-11-13 2021-02-09 State Farm Mutual Automobile Insurance Company Autonomous vehicle insurance based upon usage
US10241509B1 (en) 2014-11-13 2019-03-26 State Farm Mutual Automobile Insurance Company Autonomous vehicle control assessment and selection
US10246097B1 (en) 2014-11-13 2019-04-02 State Farm Mutual Automobile Insurance Company Autonomous vehicle operator identification
US11532187B1 (en) 2014-11-13 2022-12-20 State Farm Mutual Automobile Insurance Company Autonomous vehicle operating status assessment
US11645064B2 (en) 2014-11-13 2023-05-09 State Farm Mutual Automobile Insurance Company Autonomous vehicle accident and emergency response
US10266180B1 (en) 2014-11-13 2019-04-23 State Farm Mutual Automobile Insurance Company Autonomous vehicle control assessment and selection
US10431018B1 (en) 2014-11-13 2019-10-01 State Farm Mutual Automobile Insurance Company Autonomous vehicle operating status assessment
US10416670B1 (en) 2014-11-13 2019-09-17 State Farm Mutual Automobile Insurance Company Autonomous vehicle control assessment and selection
US11175660B1 (en) 2014-11-13 2021-11-16 State Farm Mutual Automobile Insurance Company Autonomous vehicle control assessment and selection
US11173918B1 (en) 2014-11-13 2021-11-16 State Farm Mutual Automobile Insurance Company Autonomous vehicle control assessment and selection
US10831204B1 (en) 2014-11-13 2020-11-10 State Farm Mutual Automobile Insurance Company Autonomous vehicle automatic parking
US10336321B1 (en) 2014-11-13 2019-07-02 State Farm Mutual Automobile Insurance Company Autonomous vehicle control assessment and selection
US10831191B1 (en) 2014-11-13 2020-11-10 State Farm Mutual Automobile Insurance Company Autonomous vehicle accident and emergency response
US10353694B1 (en) 2014-11-13 2019-07-16 State Farm Mutual Automobile Insurance Company Autonomous vehicle software version assessment
US11748085B2 (en) 2014-11-13 2023-09-05 State Farm Mutual Automobile Insurance Company Autonomous vehicle operator identification
US10755566B2 (en) 2014-12-02 2020-08-25 Here Global B.V. Method and apparatus for determining location-based vehicle behavior
US10311045B2 (en) 2015-01-26 2019-06-04 Microsoft Technology Licensing, Llc Aggregation/evaluation of heterogenic time series data
US10846799B2 (en) 2015-01-28 2020-11-24 Arity International Limited Interactive dashboard display
US10586288B2 (en) 2015-01-28 2020-03-10 Arity International Limited Risk unit based policies
US11948199B2 (en) 2015-01-28 2024-04-02 Arity International Limited Interactive dashboard display
US9569799B2 (en) 2015-01-28 2017-02-14 Allstate Insurance Company Risk unit based policies
US9361599B1 (en) * 2015-01-28 2016-06-07 Allstate Insurance Company Risk unit based policies
US11651438B2 (en) 2015-01-28 2023-05-16 Arity International Limited Risk unit based policies
US9569798B2 (en) 2015-01-28 2017-02-14 Allstate Insurance Company Risk unit based policies
US10817950B1 (en) 2015-01-28 2020-10-27 Arity International Limited Usage-based policies
US10861100B2 (en) 2015-01-28 2020-12-08 Arity International Limited Risk unit based policies
US9390452B1 (en) 2015-01-28 2016-07-12 Allstate Insurance Company Risk unit based policies
US11645721B1 (en) 2015-01-28 2023-05-09 Arity International Limited Usage-based policies
US10475128B2 (en) 2015-01-28 2019-11-12 Arity International Limited Risk unit based policies
US10776877B2 (en) 2015-01-28 2020-09-15 Arity International Limited Risk unit based policies
US10719880B2 (en) 2015-01-28 2020-07-21 Arity International Limited Risk unit based policies
US9799058B2 (en) * 2015-01-31 2017-10-24 Foribus, LLC. Vehicle valuation system and method
US20160225035A1 (en) * 2015-01-31 2016-08-04 Foribus, LLC. Vehicle valuation system and method
US10032317B2 (en) * 2015-02-11 2018-07-24 Accenture Global Services Limited Integrated fleet vehicle management system
US20160232721A1 (en) * 2015-02-11 2016-08-11 Accenture Global Services Limited Integrated fleet vehicle management system
EP3106342A1 (en) 2015-06-19 2016-12-21 Seat, S.A. Method for the presentation of information relating to the accomplishment of an objective in an operation of driving a vehicle
US20170031026A1 (en) * 2015-07-31 2017-02-02 Verizon Patent And Licensing Inc. Methods and Systems for Detecting Potential Interference with a Tracking Device Associated with a Vehicle
US11531116B2 (en) 2015-07-31 2022-12-20 Verizon Patent And Licensing Inc. Methods and systems for detecting potential interference with a tracking device associated with a vehicle
US9869560B2 (en) 2015-07-31 2018-01-16 International Business Machines Corporation Self-driving vehicle's response to a proximate emergency vehicle
US11460308B2 (en) 2015-07-31 2022-10-04 DoorDash, Inc. Self-driving vehicle's response to a proximate emergency vehicle
US10598795B2 (en) * 2015-07-31 2020-03-24 Verizon Patent And Licensing Inc. Methods and systems for detecting potential interference with a tracking device associated with a vehicle
US9785145B2 (en) * 2015-08-07 2017-10-10 International Business Machines Corporation Controlling driving modes of self-driving vehicles
US20170038773A1 (en) * 2015-08-07 2017-02-09 International Business Machines Corporation Controlling Driving Modes of Self-Driving Vehicles
US9483948B1 (en) 2015-08-07 2016-11-01 International Business Machines Corporation Automated control of interactions between self-driving vehicles and pedestrians
US9721397B2 (en) 2015-08-11 2017-08-01 International Business Machines Corporation Automatic toll booth interaction with self-driving vehicles
US11818623B2 (en) 2015-08-14 2023-11-14 Aeris Communications, Inc. System and method for monitoring devices relative to a user defined geographic area
US10437575B2 (en) 2015-08-14 2019-10-08 Aeris Communications, Inc. Aercloud application express and aercloud application express launcher
US10750312B2 (en) 2015-08-14 2020-08-18 Aeris Communications, Inc. System and method for monitoring devices relative to a user defined geographic area
US10231084B2 (en) 2015-08-14 2019-03-12 Aeris Communications, Inc. System and method for monitoring devices relative to a learned geographic area
US9718471B2 (en) 2015-08-18 2017-08-01 International Business Machines Corporation Automated spatial separation of self-driving vehicles from manually operated vehicles
US9481366B1 (en) 2015-08-19 2016-11-01 International Business Machines Corporation Automated control of interactions between self-driving vehicles and animals
US10173679B2 (en) 2015-08-24 2019-01-08 International Business Machines Corporation Automated spatial separation of self-driving vehicles from other vehicles based on occupant preferences
US9896100B2 (en) 2015-08-24 2018-02-20 International Business Machines Corporation Automated spatial separation of self-driving vehicles from other vehicles based on occupant preferences
US10202117B2 (en) 2015-08-24 2019-02-12 International Business Machines Corporation Automated spatial separation of self-driving vehicles from other vehicles based on occupant preferences
US9805601B1 (en) 2015-08-28 2017-10-31 State Farm Mutual Automobile Insurance Company Vehicular traffic alerts for avoidance of abnormal traffic conditions
US10343605B1 (en) 2015-08-28 2019-07-09 State Farm Mutual Automotive Insurance Company Vehicular warning based upon pedestrian or cyclist presence
US10977945B1 (en) 2015-08-28 2021-04-13 State Farm Mutual Automobile Insurance Company Vehicular driver warnings
US10163350B1 (en) 2015-08-28 2018-12-25 State Farm Mutual Automobile Insurance Company Vehicular driver warnings
US10950065B1 (en) 2015-08-28 2021-03-16 State Farm Mutual Automobile Insurance Company Shared vehicle usage, monitoring and feedback
US10106083B1 (en) 2015-08-28 2018-10-23 State Farm Mutual Automobile Insurance Company Vehicular warnings based upon pedestrian or cyclist presence
US10242513B1 (en) 2015-08-28 2019-03-26 State Farm Mutual Automobile Insurance Company Shared vehicle usage, monitoring and feedback
US10325491B1 (en) 2015-08-28 2019-06-18 State Farm Mutual Automobile Insurance Company Vehicular traffic alerts for avoidance of abnormal traffic conditions
US10748419B1 (en) 2015-08-28 2020-08-18 State Farm Mutual Automobile Insurance Company Vehicular traffic alerts for avoidance of abnormal traffic conditions
US10026237B1 (en) 2015-08-28 2018-07-17 State Farm Mutual Automobile Insurance Company Shared vehicle usage, monitoring and feedback
US10769954B1 (en) 2015-08-28 2020-09-08 State Farm Mutual Automobile Insurance Company Vehicular driver warnings
US10019901B1 (en) 2015-08-28 2018-07-10 State Farm Mutual Automobile Insurance Company Vehicular traffic alerts for avoidance of abnormal traffic conditions
US11450206B1 (en) 2015-08-28 2022-09-20 State Farm Mutual Automobile Insurance Company Vehicular traffic alerts for avoidance of abnormal traffic conditions
US9870649B1 (en) 2015-08-28 2018-01-16 State Farm Mutual Automobile Insurance Company Shared vehicle usage, monitoring and feedback
US9868394B1 (en) 2015-08-28 2018-01-16 State Farm Mutual Automobile Insurance Company Vehicular warnings based upon pedestrian or cyclist presence
US11107365B1 (en) 2015-08-28 2021-08-31 State Farm Mutual Automobile Insurance Company Vehicular driver evaluation
US9884629B2 (en) 2015-09-02 2018-02-06 International Business Machines Corporation Redirecting self-driving vehicles to a product provider based on physiological states of occupants of the self-driving vehicles
US9731726B2 (en) 2015-09-02 2017-08-15 International Business Machines Corporation Redirecting self-driving vehicles to a product provider based on physiological states of occupants of the self-driving vehicles
US9513632B1 (en) 2015-09-16 2016-12-06 International Business Machines Corporation Driving mode alerts from self-driving vehicles
US10389604B2 (en) * 2015-09-22 2019-08-20 Veniam, Inc. Systems and methods for the context-aware calculation of the quality of a service provided by a transportation fleet in a network of moving things
US9566986B1 (en) 2015-09-25 2017-02-14 International Business Machines Corporation Controlling driving modes of self-driving vehicles
US10717446B2 (en) 2015-09-25 2020-07-21 Slingshot Iot Llc Controlling driving modes of self-driving vehicles
US11738765B2 (en) 2015-09-25 2023-08-29 Slingshot Iot Llc Controlling driving modes of self-driving vehicles
US11091171B2 (en) 2015-09-25 2021-08-17 Slingshot Iot Llc Controlling driving modes of self-driving vehicles
US11597402B2 (en) 2015-09-25 2023-03-07 Slingshot Iot Llc Controlling driving modes of self-driving vehicles
US10029701B2 (en) 2015-09-25 2018-07-24 International Business Machines Corporation Controlling driving modes of self-driving vehicles
US9481367B1 (en) 2015-10-14 2016-11-01 International Business Machines Corporation Automated control of interactions between self-driving vehicles and animals
US9834224B2 (en) 2015-10-15 2017-12-05 International Business Machines Corporation Controlling driving modes of self-driving vehicles
US9981669B2 (en) 2015-10-15 2018-05-29 International Business Machines Corporation Controlling driving modes of self-driving vehicles
US9944291B2 (en) 2015-10-27 2018-04-17 International Business Machines Corporation Controlling driving modes of self-driving vehicles
US9751532B2 (en) 2015-10-27 2017-09-05 International Business Machines Corporation Controlling spacing of self-driving vehicles based on social network relationships
US10543844B2 (en) 2015-10-27 2020-01-28 International Business Machines Corporation Controlling driving modes of self-driving vehicles
US10607293B2 (en) 2015-10-30 2020-03-31 International Business Machines Corporation Automated insurance toggling for self-driving vehicles
US10176525B2 (en) 2015-11-09 2019-01-08 International Business Machines Corporation Dynamically adjusting insurance policy parameters for a self-driving vehicle
US9791861B2 (en) 2015-11-12 2017-10-17 International Business Machines Corporation Autonomously servicing self-driving vehicles
US9537914B1 (en) * 2015-12-01 2017-01-03 International Business Machines Corporation Vehicle domain multi-level parallel buffering and context-based streaming data pre-processing system
US10061326B2 (en) 2015-12-09 2018-08-28 International Business Machines Corporation Mishap amelioration based on second-order sensing by a self-driving vehicle
US11656978B1 (en) 2016-01-22 2023-05-23 State Farm Mutual Automobile Insurance Company Virtual testing of autonomous environment control system
US11682244B1 (en) 2016-01-22 2023-06-20 State Farm Mutual Automobile Insurance Company Smart home sensor malfunction detection
US10828999B1 (en) 2016-01-22 2020-11-10 State Farm Mutual Automobile Insurance Company Autonomous electric vehicle charging
US10829063B1 (en) 2016-01-22 2020-11-10 State Farm Mutual Automobile Insurance Company Autonomous vehicle damage and salvage assessment
US11016504B1 (en) 2016-01-22 2021-05-25 State Farm Mutual Automobile Insurance Company Method and system for repairing a malfunctioning autonomous vehicle
US11015942B1 (en) 2016-01-22 2021-05-25 State Farm Mutual Automobile Insurance Company Autonomous vehicle routing
US10824145B1 (en) 2016-01-22 2020-11-03 State Farm Mutual Automobile Insurance Company Autonomous vehicle component maintenance and repair
US11022978B1 (en) 2016-01-22 2021-06-01 State Farm Mutual Automobile Insurance Company Autonomous vehicle routing during emergencies
US10818105B1 (en) 2016-01-22 2020-10-27 State Farm Mutual Automobile Insurance Company Sensor malfunction detection
US10802477B1 (en) 2016-01-22 2020-10-13 State Farm Mutual Automobile Insurance Company Virtual testing of autonomous environment control system
US11062414B1 (en) 2016-01-22 2021-07-13 State Farm Mutual Automobile Insurance Company System and method for autonomous vehicle ride sharing using facial recognition
US10747234B1 (en) 2016-01-22 2020-08-18 State Farm Mutual Automobile Insurance Company Method and system for enhancing the functionality of a vehicle
US10691126B1 (en) 2016-01-22 2020-06-23 State Farm Mutual Automobile Insurance Company Autonomous vehicle refueling
US11719545B2 (en) 2016-01-22 2023-08-08 Hyundai Motor Company Autonomous vehicle component damage and salvage assessment
US10679497B1 (en) 2016-01-22 2020-06-09 State Farm Mutual Automobile Insurance Company Autonomous vehicle application
US10579070B1 (en) 2016-01-22 2020-03-03 State Farm Mutual Automobile Insurance Company Method and system for repairing a malfunctioning autonomous vehicle
US10545024B1 (en) 2016-01-22 2020-01-28 State Farm Mutual Automobile Insurance Company Autonomous vehicle trip routing
US10503168B1 (en) 2016-01-22 2019-12-10 State Farm Mutual Automotive Insurance Company Autonomous vehicle retrieval
US11119477B1 (en) 2016-01-22 2021-09-14 State Farm Mutual Automobile Insurance Company Anomalous condition detection and response for autonomous vehicles
US10493936B1 (en) 2016-01-22 2019-12-03 State Farm Mutual Automobile Insurance Company Detecting and responding to autonomous vehicle collisions
US11126184B1 (en) 2016-01-22 2021-09-21 State Farm Mutual Automobile Insurance Company Autonomous vehicle parking
US10482226B1 (en) 2016-01-22 2019-11-19 State Farm Mutual Automobile Insurance Company System and method for autonomous vehicle sharing using facial recognition
US11124186B1 (en) 2016-01-22 2021-09-21 State Farm Mutual Automobile Insurance Company Autonomous vehicle control signal
US10469282B1 (en) 2016-01-22 2019-11-05 State Farm Mutual Automobile Insurance Company Detecting and responding to autonomous environment incidents
US10395332B1 (en) 2016-01-22 2019-08-27 State Farm Mutual Automobile Insurance Company Coordinated autonomous vehicle automatic area scanning
US10384678B1 (en) 2016-01-22 2019-08-20 State Farm Mutual Automobile Insurance Company Autonomous vehicle action communications
US11181930B1 (en) 2016-01-22 2021-11-23 State Farm Mutual Automobile Insurance Company Method and system for enhancing the functionality of a vehicle
US11189112B1 (en) 2016-01-22 2021-11-30 State Farm Mutual Automobile Insurance Company Autonomous vehicle sensor malfunction detection
US11242051B1 (en) 2016-01-22 2022-02-08 State Farm Mutual Automobile Insurance Company Autonomous vehicle action communications
US10386845B1 (en) 2016-01-22 2019-08-20 State Farm Mutual Automobile Insurance Company Autonomous vehicle parking
US10386192B1 (en) 2016-01-22 2019-08-20 State Farm Mutual Automobile Insurance Company Autonomous vehicle routing
US10324463B1 (en) 2016-01-22 2019-06-18 State Farm Mutual Automobile Insurance Company Autonomous vehicle operation adjustment based upon route
US10308246B1 (en) 2016-01-22 2019-06-04 State Farm Mutual Automobile Insurance Company Autonomous vehicle signal control
US10295363B1 (en) 2016-01-22 2019-05-21 State Farm Mutual Automobile Insurance Company Autonomous operation suitability assessment and mapping
US10249109B1 (en) 2016-01-22 2019-04-02 State Farm Mutual Automobile Insurance Company Autonomous vehicle sensor malfunction detection
US11348193B1 (en) 2016-01-22 2022-05-31 State Farm Mutual Automobile Insurance Company Component damage and salvage assessment
US10185327B1 (en) 2016-01-22 2019-01-22 State Farm Mutual Automobile Insurance Company Autonomous vehicle path coordination
US10168703B1 (en) 2016-01-22 2019-01-01 State Farm Mutual Automobile Insurance Company Autonomous vehicle component malfunction impact assessment
US11625802B1 (en) 2016-01-22 2023-04-11 State Farm Mutual Automobile Insurance Company Coordinated autonomous vehicle automatic area scanning
US11441916B1 (en) 2016-01-22 2022-09-13 State Farm Mutual Automobile Insurance Company Autonomous vehicle trip routing
US10156848B1 (en) 2016-01-22 2018-12-18 State Farm Mutual Automobile Insurance Company Autonomous vehicle routing during emergencies
US11879742B2 (en) 2016-01-22 2024-01-23 State Farm Mutual Automobile Insurance Company Autonomous vehicle application
US11920938B2 (en) 2016-01-22 2024-03-05 Hyundai Motor Company Autonomous electric vehicle charging
US10134278B1 (en) 2016-01-22 2018-11-20 State Farm Mutual Automobile Insurance Company Autonomous vehicle application
US10086782B1 (en) 2016-01-22 2018-10-02 State Farm Mutual Automobile Insurance Company Autonomous vehicle damage and salvage assessment
US11513521B1 (en) 2016-01-22 2022-11-29 State Farm Mutual Automobile Insurance Copmany Autonomous vehicle refueling
US11526167B1 (en) 2016-01-22 2022-12-13 State Farm Mutual Automobile Insurance Company Autonomous vehicle component maintenance and repair
US11600177B1 (en) 2016-01-22 2023-03-07 State Farm Mutual Automobile Insurance Company Autonomous vehicle application
US10065517B1 (en) 2016-01-22 2018-09-04 State Farm Mutual Automobile Insurance Company Autonomous electric vehicle charging
US10042359B1 (en) 2016-01-22 2018-08-07 State Farm Mutual Automobile Insurance Company Autonomous vehicle refueling
US9940834B1 (en) 2016-01-22 2018-04-10 State Farm Mutual Automobile Insurance Company Autonomous vehicle application
US10109195B2 (en) 2016-01-27 2018-10-23 International Business Machines Corporation Selectively controlling a self-driving vehicle's access to a roadway
US9836973B2 (en) 2016-01-27 2017-12-05 International Business Machines Corporation Selectively controlling a self-driving vehicle's access to a roadway
US11295372B2 (en) 2016-05-24 2022-04-05 International Business Machines Corporation Directing movement of a self-driving vehicle based on sales activity
US10685391B2 (en) 2016-05-24 2020-06-16 International Business Machines Corporation Directing movement of a self-driving vehicle based on sales activity
US10207718B2 (en) 2016-09-15 2019-02-19 International Business Machines Corporation Automatically providing explanations for actions taken by a self-driving vehicle
US10093322B2 (en) 2016-09-15 2018-10-09 International Business Machines Corporation Automatically providing explanations for actions taken by a self-driving vehicle
US10643256B2 (en) 2016-09-16 2020-05-05 International Business Machines Corporation Configuring a self-driving vehicle for charitable donations pickup and delivery
US10850731B2 (en) * 2016-11-07 2020-12-01 Swiss Reinsurance Company Ltd. Apparatus and method for automated traffic and driving pattern recognition and location-dependent measurement of absolute and/or relative risk probabilities for car accidents
US10259452B2 (en) 2017-01-04 2019-04-16 International Business Machines Corporation Self-driving vehicle collision management system
US10363893B2 (en) 2017-01-05 2019-07-30 International Business Machines Corporation Self-driving vehicle contextual lock control system
US10529147B2 (en) 2017-01-05 2020-01-07 International Business Machines Corporation Self-driving vehicle road safety flare deploying system
US10152060B2 (en) 2017-03-08 2018-12-11 International Business Machines Corporation Protecting contents of a smart vault being transported by a self-driving vehicle
US20180336640A1 (en) * 2017-05-22 2018-11-22 Insurance Zebra Inc. Rate analyzer models and user interfaces
US10832336B2 (en) * 2017-05-22 2020-11-10 Insurance Zebra Inc. Using simulated consumer profiles to form calibration data for models
US20210110481A1 (en) * 2017-05-22 2021-04-15 Insurance Zebra Inc. Using simulated consumer profiles to form calibration data for models
US11532052B2 (en) * 2017-05-22 2022-12-20 Insurance Zebra Inc. Using simulated consumer profiles to form calibration data for models
US11132636B2 (en) 2017-06-22 2021-09-28 Aeris Communications, Inc. System and method for monitoring and sharing location and activity of devices
US11333510B2 (en) 2017-06-22 2022-05-17 Aeris Communications, Inc. Learning locations of interest using IoT devices
US10735904B2 (en) 2017-06-22 2020-08-04 Aeris Communications, Inc. System and method for monitoring location and activity of devices
US10648823B2 (en) 2017-06-22 2020-05-12 Aeris Communications, Inc. Learning common routes and automatic geofencing in fleet management
US11627195B2 (en) 2017-06-22 2023-04-11 Aeris Communications, Inc. Issuing alerts for IoT devices
US11694271B2 (en) 2017-12-04 2023-07-04 Allstate Insurance Company Multicomputer processing of user data with centralized event control
US11443381B2 (en) 2017-12-04 2022-09-13 Allstate Insurance Company Multicomputer processing of user data with centralized event control
US20210118078A1 (en) * 2018-06-21 2021-04-22 Beijing Didi Infinity Technology And Development Co., Ltd. Systems and methods for determining potential malicious event
US11954736B1 (en) * 2019-08-28 2024-04-09 State Farm Mutual Automobile Insurance Company Systems and methods for generating mobility insurance products using ride-sharing telematics data
US11599947B1 (en) 2019-08-28 2023-03-07 State Farm Mutual Automobile Insurance Company Systems and methods for generating mobility insurance products using ride-sharing telematics data
US11544791B1 (en) 2019-08-28 2023-01-03 State Farm Mutual Automobile Insurance Company Systems and methods for generating mobility insurance products using ride-sharing telematics data
US20210082055A1 (en) * 2019-09-17 2021-03-18 TranSharpe Solutions, LLC Method and apparatus for insurance management system
US11694272B2 (en) * 2019-09-17 2023-07-04 Transharpe Soltions, LLC Method and apparatus for insurance management system
US20210217095A1 (en) * 2020-01-14 2021-07-15 Allstate Insurance Company Distributed processing to provide transparency in rate determination
US11810199B1 (en) 2020-01-28 2023-11-07 State Farm Mutual Automobile Insurance Company Transportation analytics systems and methods using a mobility device embedded within a vehicle
US11769206B1 (en) 2020-01-28 2023-09-26 State Farm Mutual Automobile Insurance Company Transportation analytics systems and methods using a mobility device embedded within a vehicle
US11449950B2 (en) 2021-02-19 2022-09-20 Allstate Insurance Company Data processing systems with machine learning engines for dynamically generating risk index dashboards

Similar Documents

Publication Publication Date Title
US20140095214A1 (en) Systems and methods for providing a driving performance platform
US11501377B2 (en) System and method for dynamic insurance coverage in a subscription vehicle service
US20140095213A1 (en) System and method for coordinating transactions
US10430848B2 (en) Visual discovery tool for automotive manufacturers, with network encryption, data conditioning, and prediction engine
JP6465916B2 (en) Providing resource usage information for each application
US11625634B2 (en) System for improving user sentiment determination from social media and web site usage data
US20190213684A1 (en) Integrated vehicular monitoring and communication system
JP6263634B2 (en) Method and system for managing community information
US20200065908A1 (en) System and method for dynamic insurance coverage in a subscription vehicle service
US9349146B2 (en) Systems and methods to intelligently determine insurance information based on identified businesses
US20120303389A1 (en) Systems and methods to identify potentially inaccurate insurance data submitted by an insurance agent
US10373267B2 (en) User data augmented propensity model for determining a future financial requirement
US8190461B2 (en) Logically centralized scrap management using planning operations
US11443386B2 (en) Trust platform
US8873083B2 (en) User centric print usage
CN111738680A (en) Service processing method and device
US11935117B1 (en) Risk assessment in lending
US20230342855A1 (en) Systems and methods for detecting insurance claim fraud by using image data validation
TWI384412B (en) System of payment risk management for assuring a fidelity bond contract fulfillment
US20230360161A1 (en) Managing worker safety to combat fatigue
US20200320637A1 (en) Automated potential risk relationship initial review and finalization via partner platform
US20240020609A1 (en) System and method to facilitate autonomous machine risk relationships
US11514406B2 (en) Cascaded analysis logic for solution and process control
Avila-García D2. 3–Requirements & State of the Art Analysis–III
Orriens Specification of Quality Requirements for Business Collaborations

Legal Events

Date Code Title Description
AS Assignment

Owner name: NAVSEEKER, INC., ARIZONA

Free format text: ASSIGNMENT OF ASSIGNORS INTEREST;ASSIGNORS:MATHE, ROBERT E.;GLOERSTAD, TERJE;WILKISON, ROBERT E.;SIGNING DATES FROM 20130415 TO 20130419;REEL/FRAME:033262/0156

STCB Information on status: application discontinuation

Free format text: ABANDONED -- FAILURE TO RESPOND TO AN OFFICE ACTION